{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"https://colab.research.google.com/github/jermwatt/machine_learning_refined/blob/main/notes/7_Linear_multiclass_classification/7_4_Comparison.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Chapter 7: Linear multi-class classification"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook contains interactive content from an early draft of the university textbook <a href=\"https://github.com/neonwatty/machine-learning-refined/tree/main\">\n",
    "Machine Learning Refined (2nd edition) </a>.\n",
    "\n",
    "The final draft significantly expands on this content and is available for <a href=\"https://github.com/neonwatty/machine-learning-refined/tree/main/chapter_pdfs\"> download as a PDF here</a>."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 7.4 Which Approach Produces the Best Results?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "We have now seen two fundamental approaches to linear multi-class classification: the One-versus-All (OvA) and the Multi-class Perceptron / Softmax.  Both approaches are commonly used in practice and can - depending on the dataset - produce similarly good results.  Howver the latter approach (the Multi-class Perceptron / Softmax) is - at least in principle - capable of achieving higher accuracy on a broader range of datasets.  Why is this?\n",
    "\n",
    "As we detailed in Sections [7.2.7](https://jermwatt.github.io/machine_learning_refined/notes/7_Linear_multiclass_classification/7_2_OvA.html) and [7.3.4](https://jermwatt.github.io/machine_learning_refined/notes/7_Linear_multiclass_classification/7_3_Perceptron.html), we can express all $C$ individual linear classifiers we employ regardless of which approach we take jointly as one large linear model of the form\n",
    "\n",
    "\\begin{equation}\n",
    "\\begin{matrix} \n",
    "\\text{model}\\left(\\mathbf{x},\\mathbf{W}\\right) = \\mathring{\\mathbf{x}}_{\\,}^T\\mathbf{W} \\end{matrix}\n",
    "\\end{equation}\n",
    "\n",
    "where the matrix $\\mathbf{C}$ is a $\\left(N+1\\right) \\times C$ matrix of weights whose $c^{th}$ column contains the weights of our $c^{th}$ linear classifier.\n",
    "\n",
    "With (as we saw in [Section 7.2](https://jermwatt.github.io/machine_learning_refined/notes/7_Linear_multiclass_classification/7_2_OvA.html)) we solve a sequence of $C$ two class subproblems (one per class) tuning the weights of this matrix *one column at-a-time* independently.  Only afterward do we combine all classifiers together to form the fusion rule.  On the other hand, as we saw in the previous Section, when we minimize the Multi-class Perceptron or Softmax cost functions we are tuning all parameters of this matrix *jointly* - i.e., all $C$ classifiers *simultaneously* - in order to make the fusion rule hold as well as possible over our training dataset.  This joint minimization permits valuable interactions to take place in the tuning of the weights or - in other words - by tuning all weights together we are directly aiming to *minimize the number of misclassifications* our final model has over the training data.  OvA - by comparison - achieves this goal *indirectly* since the $c^{th}$ weight vector $\\mathbf{w}_c$ is tuned in a comparatively myopic way, i.e., to minimie misclassifications of the $c^{th}$ class alone.  The end goal - minimizing the number of misclassifications over the entire dataset - is 'seen by the weights' only *after* they are all tuned.\n",
    "\n",
    "Also notice that (as noted previously) this linear model is precisely what we use with multi-output regression (see [Section 5.6](https://jermwatt.github.io/machine_learning_refined/notes/5_Linear_regression/5_6_Multi.html)).  However *unlike* the case with linear multi-output regression - as detailed in Section 5.6.2 - it is *not* the case here that tuning $\\mathbf{W}$ via minimization of a multi-class cost (like e.g., the Multiclass Softmax) is equivalent to tuning *each column independently*.   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: github-clone in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (1.2.0)\n",
      "Requirement already satisfied: requests>=2.20.0 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from github-clone) (2.32.3)\n",
      "Requirement already satisfied: docopt>=0.6.2 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from github-clone) (0.6.2)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from requests>=2.20.0->github-clone) (3.4.0)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from requests>=2.20.0->github-clone) (3.10)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from requests>=2.20.0->github-clone) (2.2.3)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from requests>=2.20.0->github-clone) (2024.12.14)\n",
      "\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.2\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.3.1\u001b[0m\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
      "chapter_7_library already cloned!\n",
      "chapter_7_datasets already cloned!\n",
      "chapter_7_images already cloned!\n"
     ]
    }
   ],
   "source": [
    "# install github clone - allows for easy cloning of subdirectories\n",
    "!pip install github-clone\n",
    "from pathlib import Path \n",
    "\n",
    "# clone datasets\n",
    "if not Path('chapter_7_library').is_dir():\n",
    "    !ghclone https://github.com/neonwatty/machine-learning-refined-notes-assets/tree/main/notes/7_Linear_multiclass_classification/chapter_7_library\n",
    "else:\n",
    "    print('chapter_7_library already cloned!')\n",
    "\n",
    "# clone library subdirectory\n",
    "if not Path('chapter_7_datasets').is_dir():\n",
    "    !ghclone https://github.com/neonwatty/machine-learning-refined-notes-assets/tree/main/notes/7_Linear_multiclass_classification/chapter_7_datasets\n",
    "else:\n",
    "    print('chapter_7_datasets already cloned!')\n",
    "\n",
    "# clone datasets\n",
    "if not Path('chapter_7_images').is_dir():\n",
    "    !ghclone https://github.com/neonwatty/machine-learning-refined-notes-assets/tree/main/notes/7_Linear_multiclass_classification/chapter_7_images\n",
    "else:\n",
    "    print('chapter_7_images already cloned!')\n",
    "        \n",
    "# append path for local library, data, and image import\n",
    "import sys\n",
    "sys.path.append('./chapter_7_library') \n",
    "\n",
    "# import section helper\n",
    "import section_7_4_helpers\n",
    "\n",
    "# dataset paths\n",
    "dataset_path_1 = 'chapter_7_datasets/5class_data.csv'\n",
    "\n",
    "# standard imports\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# import autograd-wrapped numpy\n",
    "import autograd.numpy as np\n",
    "\n",
    "# this is needed to compensate for matplotlib notebook's tendancy to blow up images when plotted inline\n",
    "%matplotlib inline\n",
    "from matplotlib import rcParams\n",
    "rcParams['figure.autolayout'] = True\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We illustrate this principal superiority of the Multi-class Perceptron / Softmax approach over OvA using a toy $C = 5$ class dataset shown below.  Here points colred red, blue, green, kahki, and violet have label values $y_p = 0$, $1$, $2$, $3$, and $4$ respectively. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1700x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# load in dataset\n",
    "data = np.loadtxt(dataset_path_1,delimiter = ',')\n",
    "\n",
    "# create an instance of the ova demo\n",
    "demo = section_7_4_helpers.OvaVsualizer(data)\n",
    "\n",
    "# visualize dataset\n",
    "demo.show_dataset()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Think for a moment how the OvA approach will perform *in terms of the kahki colored class*.  In particular, think of how the subproblem in which we distinguish between members of this class and all others will be solved.  Because this class of data is *surrounded* by members of the other classes - and there fewer members of the khaki class then all other classes combined - the *optimal* classification rule for this subproblem is to *classify all points as non-khaki* (or in other words to *misclassify* the entire kahki class).  This implies that the linear decision boundary will lie *outside* the range of the points shown, with *all points lying on its negative side*.  The resulting individual classifier decision boundaries are shown in the left panel below.  Now because the weights of decision boundary associated with the kahki colored class are tuned *solely based on this subproblem*, this will lead to the *entire kahki class being misclassified in the final OvA solution*.  This is shown below in the right panel of the figure below, along with the fused decision boundary. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABPUAAAJNCAYAAABZbkDWAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3XdcleX/x/HXAQ7iYKi4t+HKiauFWVpJpfZtl6VpzsyJe0/cgitHopaWtn4tqLBSK2m6tyJuc6LAwYEyzu+PW49haqjAfYD3858e1+fc5z5vso4frvu+r8tit9vtiIiIiIiIiIiISI7hYnYAERERERERERERuT2a1BMREREREREREclhNKknIiIiIiIiIiKSw2hST0REREREREREJIfRpJ6IiIiIiIiIiEgOo0k9ERERERERERGRHEaTeiIiIiIiIiIiIjmMJvVERERERERERERyGLeMHrjhUFbGkNtlt9v55rOlnBs2m3GX6+Jx5Y/yMqmMc9tK6sgOPNe2GxaLxeSkkhsU2HaIGqXMTiG3a9TCeYw9+SwUv88oHPuJ6VV/JqhNe1NziTilBhXMTiB3QP2pSN5z6sTfbPzzZ0b2bUtaWhrLxoby+lPPmh1LRCTzZaA/1Z16OZTFYqHli2/w8KrPeK32ITYRC4A7roxL8Sdw5HdMbvM/Yk+dMDmpiJjhyzXfM3Z39WsTeokHecV1GX1ffcPcYCIiIiJ34dsvPmB479dIS0sDYPW630xOJCJiHk3q5XCly1Vk0JcrWTqgMZNctpCGHYCHKcWi34vw1aNP81PkFyanlJzuQu0K7DpudgrJqB37onl5xV6o1t4oJJ+n1r5BLBk4UHfvioiISI7m7p4v3dh2/pxJSUREzKdJvVzA1dWV198eRPnw+bxSbhsHsAHghTtzzzekYrd5hPbuyPlziSYnFZGsFmdL4ImJ73O5/kRHzWdjH1aO6YdHPg8Tk4mIiIjcvfr3NU03jtqyzqQkIiLm06ReLlKtZj36/LCG8a+XYAl7HPXnqcTUry7z7qPN2bJBt6eL5FYpKSm0Hj2BY3VmgYsrAC5bJvFdn6coXayEyelERERE7l7J0uXSjRPPnzcpiYiI+TSpl8vk8/Cg+/gZJH04gg4+G4glCYBSFOCD0/4kPT+IhROGknz5sslJRSSz9XtnJlHFh4NHEaNwKJx3n3Dl/tr1zQ0mIiIikkl8ivji4nLt19gLSRex6YkkEcmjNKmXSzV+qDntfv6Bno8n8x2HHfXu3Eufd/cx7cnmHIjZZWJCEclMy779klknHoEitYxC/G66Fv6Ojs+8ZGouERERkcxWrGSZdOM9h/ablERExFya1MvFvLwL03/hcjbOeJ2++TZwgRQAquPDin3V2d7iDT5dPBu73W5yUhG5G+t3buXN8ASo9JxRuBTPfcfGMLtPkLnBRERERLJAlep10o1/37bRpCQiIubSpF4eEPi/13hszRe0q3eUdZwCwIoLo1P9aT32Rya92JLTJ4+ZnFJyAu2A63xOxJ4icPoXpPiPNAr2NEps6cU3owdhdbOaG05EREQkCxQrkf5OveOxp0xKIiJiLk3q5RElS5dj0Off8dGQAIJdNpNKGgAPUpL31pfgm0da8eM3n5qcUpzZhdoVzI4g17mcfJmnRk/jjP9MR826cQTfD2pDUZ/CJiYTERERyTp16j+Qbhy1eb1JSUREzKVJvTzExcWFNl374fdtGK9W2EkMCQAUwsrsiw2p/nYYId3f4JwtweSkIvJf7HY7naZOYVOFYHD3NIoxy1n+YjnqVKlhbjgRERGRLFS+ctV0Y9t5bZQhInmTJvXyIL/qten7/Womv1mOhVzbLOMZKhLybRqLH3mMjX/+YmJCEfkv73z2IcuSXgRvP6MQu5HBlTfywmNPmhtMREREJItVq+mfbrx1726tEy4ieZIm9fIo93z56DZyKvaPxvFGkQ2c4iIAJSjA+2frY395OAvGDuTypUsmJxWR6/284Q96/VIAyj5hFC6e4rH4aQR3edvcYCIiIiLZIF8+j3/VEs7ZTEgiImIuTerlcQ3ub8qbP62i71MQziFHvQs1GLD4MKEtmhOzZ7uJCUXknw4dP0rLuT9jr93XKKQlU2F7b/5v5FBcXPSVLiIiIrmfxWKhQuVq6Wqn486alEZExDz6DVAo5OVN0Nyl7JzzJr3yr+ccyQBUwZvlB2uw98mOrFgQQlpamslJRfK2C0kXeWL0LM41CHHU8m8YyA8juuJVyNPEZCIiIiLZq1iJ0unGm/bsMCmJiIh5NKknDo+1fIkn13xN+4Yn+IOTALjhwvC0erw0cS2Tn3+KE8eOmJxSJG+y2+28On4C0dVDwO3KIye7FvDFm/5UKV/J3HAiIiIi2ax4qbLpxr9v3WhSEhER82hST9IpXrIMgz6J4IsRzRjjuokUjLvzGlOcpZvK8GOzZ4n8crnJKcVMu46bnSBvCn7vXb527wYFyxiF42uZ6P83LR5oam4wERERERNUqV4n3TguMcGkJCIi5tGknvyLi4sLL3Xsxb2R7/FK5d3sIR6AArgRmtQA/z7LmNblNWwJceYGlWx3oXYFsyPkSd+sXcOIbfdAyQeNwrkjPJe2iEFt3zQ3mIiIiIhJatRqkG7804Y/TEoiImIeTerJTVWuci/9I1cR2uUe5rLTUX+K8sz+3o2ljzzOX7+uMjGhSO635+A+Xli6Dap3NAopF6m+tz8fDBmCxWIxN5yIiIiISUqXS7/8yMVLl0xKIiJiHk3qyS1Z3d3pPHQC+T6bRFvfjRznAgC+eLAkrgH5XhvH3BF9uZSUZHJSkdwn4ZyNx8eHkdRgsqPmtaEP34/qQ34PDxOTiYiIiJirVNn0T5CcOhtLckqySWlERMyhST3JkHoNH6LTmlUMeMadzzngqL9JNYYtO8GMxx8leucWExOK5C6pqak8O2YiR2rPBBc3AFy2Tuebno9TrmTp/3i3iIiISO5msVgocd1mGbsOxJiURkTEHJrUkwwr5OlF35mL2D+vG90LrsfGZQAq48WKI7U41LIrH7wzmdTUVJOTiuR8g+bPZk3hgZC/mFE4/B1zm6UQUK+RucFEREREnETxkukn9bbu3W1SEhERc2hST27bo08+xzNrvuHN+2KJ4gQArrgwOK0ubaf+xZT/BXL86CGTU0pW0g64WeujleFMP/wA+NYzCvHRvOn1FV2fe8XUXCIiIiLOxK967XTjQ8f/NimJiIg5NKknd8S3eEkGf/Q1344NZLjbRi5j3J1XH1+WbSvPz82fJ+LT97Hb7SYnlcymHXCz1qbd22n7xSm45yWjcNlGw6MjmB/U39xgIiIiIk6mfKWq6cbaAVdE8hpN6skds1gsPN/uLep//yGvVtnLTuIAyI8bUy814IEBnzC148vEx50xOalIznA67gwtpn5Civ9oo2BPw3dTL74ZPRCrm9XUbCIiIiLOpnKVmunGF5IumpRERMQcmtSTu1ahclUGfvsj73SvzizLDkf9Ccoyb3V+VjR9gt9/XmliQhHnl5ySzFOjJnPafzZYjK9mt01j+H7AixQv4mtyOhERERHnU7fBg+nGv23dYFISERFzaFJPMoWb1cqbA8fi9X/TeK3EJv7mPABF8CDM1hDvNyYze0gPki5eMDmpiHN6K2Qa68uOA3cvo7D/U5Y9Wwz/6rXMDSYiIiLipDwKFPxX7bx+3xCRPESTepKpate/n26rVzPkuYJ8zD5HvS1VGLPiLLObN2PXNl1BE/mnBZ9/xCJba/C5si7MmS0Elf2NV1q0MjeYiIiIiBNzc3PD57onGo6dPmlSGhGR7KdJPcl0BQoWonfIAo4t7EW3QutJ4DIAFfBk+bE6nGzdk/dnjCc1NdXkpCLm+3XzerqvdoHyTxmFpFgeOTOZKW/1NDeYiIiISA5wT9X0TzVsjt5pUhIRkeynST3JMg8/3prnf/qOTgHxrOEYAC5Y6GevTccZm5nc6nGOHt5vckoR8xw9eZynZq8krc4Ao5CWQtmtvfly9BBcXV3NDSciIiKSA5QsXT7d+Nct601KIiKS/TSpJ1mqiG9xBi37nDUTWjPEupFLGHfn1aUoy3dW5vfHXubrjxZht9tNTiq3a9dxsxPkbBeTknhidCi2BjMcNY8NQ/hh+Jt4F/IyL5iIiIhIDlK5avodcBPOJZqUREQk+2lST7KcxWLhmTaduf/Hj3it+n62cRaAfLgy6XJ9mg7+gilvvEDcmdMmJ5WMulC7gtkRcjS73U67iZPYVWUquBUwinsW82m7e6le0c/ccCIiIiI5SM26jdONt++LNimJiEj206SeZJuyFe5hQMT3vNu7DiGWbaRh3J3XjDK8+4snnzYNJGr1NyanFMl6Uz5YwmcuHaDQlcdFTv7OuFoxtGzSzNxgIiIiIjlMEd/i6caHTxwzKYmISPbTpJ5kKzc3N9r3HUGxr2bxWqmtHOYcAD7kY8G5hhR/M4RZ/btx8cJ5k5OKZI2Vv//M4I2loNTDRuH837S+NI9h7buYG0xEREQkBypfsUq68amzsVraR0TyDE3qiSnurdOQHqtXM/IVHz5gr6P+Kn4Ef5bI3GbN2L7pTxMTimS+mCMHeXbRRqjRzSikJFFldz+WDxuCxWIxN5yIiIhIDuRmtVK8ZJl0tZgjB80JIyKSzTSpJ6bxyF+AnpPeIe69gXTyXE8clwAoSyGWn6hH/HNBLJ46ipSUFJOTitw927lEHhs7n4sNpzpqhTYE8cPonhTMX8DEZCIiIiI5Wz6P/OnG+/8+bFISEZHspUk9Md2DjwTy6s8r6frIeX7kqKPe216L7u/sZMpTj3H4wN5bnEHMoh1wMyYtLY0Xxk7gUM0Z4GIFwLJ9JhHdm1KhVFlzw4mIiIjkcA3ufyTdeP3ObeYEERHJZprUE6fgU8SXgUs+4dcpLzLQfQNJGHfn1aQIK6L92PB4Gz5fNl/rYzgR7YCbccMXvsMP3v2gQAmjcPRHZgaco2mD+80NJiIiIpILeHkXSTfesV874IpI3qBJPXEaFouFli+1p8mqz3it1iE2EQuAO66MT6lPixHfMrnN/zhz+qTJSUUy7rMfv2NijD8Ua2AUbPto6/EJPV58zdxgIiIiIrlEnfoPpBtrB1wRySs0qSdOp3S5igz6aiXv92/EZJetpGHcnfcwpVj0exG+eOQpflr5pbkhRTJgW8xu2nx6BKpcmcBLPkfdA0MJGzBAG2OIiIiIZJLqteqnG2/ft8ekJCIi2UuTeuKUXF1dadtjMGW/nsurZbdxABsAXrgz73xDKnR9hxl9OnH+XKLJSUVu7Ex8HI9P+oBk/7GOWpGNvYgc0x93q7uJyURERERylyK+JdKNE84lcjn5sklpRESyjyb1xKlVr+VP7x/XMP71Eizh2hW3F6jMlC8v8e6jzdmy4TcTE4r8W0pKCi1HT+Jk3dng4gqA6+bxrOz3LCV9i5ucTkRERCR3cc+X71+1BF38F5E8QJN6kuni4+OIiAhn+fLlRESEEx8fd1fny+fhQffxM7j4wXDe9NlALEkAlKIAH5z25+LzAwmbOIyU5OTMiC9y13rOnM4fpUZBPh+jcOALFj9diIb31jE1l4iISF6U2b2pOKf69zVNN/51y3qTkoiIZB83swNI7mGz2QgJDSEyMjLdBJvV6k6LwBb0C+qHp6fnHZ//voDHqP7T9/To/zZv/HiKJykPwNvUZPeCGEb82JyXFyygkl+Nu/5ZRO7Uoq8+Yf7ZQKhw5b/Ds9vpWWI17Z7ub24wERGRPCare1NxLh75C6Qb79wfw/8eaWFSGhGR7KE79SRT2Gw2unTpTER4uNE0eVeDsoHgXZXk5MtEhIfTuXMnEhPv7jZ4b58iDAhbwcYZr9M33wYukAJAdXxYvq8a21u8waeLZ2O32zPjx5IM2HXc7ATO48/tm+iyMhkqtDYKSWcJODWekB59TM0lIiKS12RXbyrOo8H9j6Qb7z1ywJwgIiLZSJN6kilCQkOIiYkBD19oEgbNl0PjYGi+whh7+BITE0NISEimfF7g/17jsdWf067eUdZxCgArLoxO9af12B+Z/FIrTp/UVvZZ7ULtCmZHcBrHTp8kMDSCtHpDjUJaKqW39ubr0UNxc9NN0SIiItkpu3tTMV/pshXTjbfFaAdcEcn9NKkndy0+Po7IyEhj0GgSFPNPf0Axf6MOREZGZto6JiXLlGfQ59/x0ZAAgl02k0oaAA9SkiXrivPNI6348ZtPM+WzRG4l6VISLUZNJ77+TEfNfdMwvh/SjsJe3iYm+29x8fGER0SwfPlywiMiiIuPNzuSiIjIXTGrNxVz3VOtVrrx0VN6nCQnUm8qcnt0+4jctaioqGuPNVzfNF3lW8943CEhmqioKFq2bJUpn+3i4kKbrv2IafoEr3TtysRD5fHDm0JYmX2xIV+9HUbINxF0mTSLQk4+uSI5k91up8PkyWyvPAmsBY1i9FI+fuUeat5T1dxwt2Cz2QgJCSUyMpLklGvrDLlbrbRoEUi/fkFaZ0hERHIkM3tTMU/5Sun7rpNnYrHb7VgsFpMSye1QbypyZ3Snntw1m+3KWiSelW5+kMXieN1xfCbyq16boO/XMLlDWcLY7ag/Q0VCvk1j0SOPsfHPXzL9c0VmfLSUj1JfB68r//2f+osR1Xbwv0efMDfYLdhsNjp36UJ4RDjJKclUw5tAylIVby4nJxMeEU6nzp1z/DpDutIrIpI3OUNvKtnPzc2NYiVKp6vFHDloThi5LXmlNwX1p5L5dKee3DUvrytXTBJvsRit3e543XF8JnPPl49uo6ax/omfeOPt/kw9ey/FyU8JCrD0bH3efXk4C968nw6DxuGeL1+WZJC8ZdVfv9Lvj8JQs5lRuHCcJ8/NYvTQceYG+w8hIaHExMTgiweTaIQ/xRyvbeI0g1nnWGdo1KhRJia9M7rSKyKStzlLbyrZL3+BgunG+/8+TJXyt5jcFaeQ23tTUH8qWUd36sldCwgIwGp1h4Q9cHrTjQ+K3QwJ0Vit7gQEBGRpnoYPPMKbP62iz5N2wjnkqHehBgMWHya0RXNi9mzP0gx5TV7cAffA30d45t3fsNfsaRRSL1N5ZxCfjByKi4vzfrXGxcc71hm6vmkC8KcYk2gEGOsM5bSrh3npSq+IiNyYs/Wmkn38Gz+cbrxhl3p+Z5fbe1NQfypZy3l/85Qcw8enMC0CWxiDdYON5sluN8Z2uzFeNxiAwMBAfHwKZ3mmQl7e9Ju3jB2zO9Ar/3rOY1wNqYI3yw/WYO+THVmxIIS0tLQsz5Lb5cUdcM9dOM9jY97hfIPpjlrBDf34YWR3Cl13hdjZREVFOZqJ65umq+rh62gyoqKisjnh3fnnld4wmrCc5gTTmBU0J4wm+OKh3Q5FRHI5Z+xNJXt4+xRNNz5x5rRJSSSjcntvCupPJWtpUk8yRVDfIPz8/CApFtZ2gtVt4K+hxj/XdoKkWPz8/AgKCsrWXI+3epkn13zNGw1P8AcnAXDDheFp9Xhp4lomv/A0J48fzdZMkrOlpaXx8riJ7L83BFyNx7gtO+bwVZcHqFy2vMnp/luizQZAJW5+e78Fi+P1q8fnBHnhSq+IiGSMs/amkrXurdso3XjTnh0mJZGMys29Kag/laynST3JFF5eXixcGEarVq2vPO4QDUdXOh5raNWqNQsXhpmyTkDxkmUY9EkEX4xoxhjXTaRg3J3XmOIs3ViaHx79H5FfLs/2XJIzjV40n28L9oQCpYzCsTVMu+8MzRs/ZG6wDPL08gLgADe/vd+O3fH61eNzgrxwpVdERDLGmXtTyTrlK1ZJNz52+qRJSSSjcnNvCupPJetpowzJNJ6enowaNYrevXsRFRWFzZaIl5cnAQEBpj/W4OLiwksde7H/4cd4pWtXgveXpho+FMCN0KQGfNNnGdO+/YYuU+fg5a1HMOTGvlzzPeN214BqjY1C4kFecf2Avq+OMDfYbQgICMDdamVPcgKbOH3D5mIzsUSTgLvVmqPWGbqdK73RJOS4K70iInJ7nLk3laxRrqJfuvH+vw+Tlpbm1Osd53W5uTcF9aeS9fTtJpnOx6cwLVu2ok2bNrRs2cqpmqbKVe6lf+QqQjtXZh47HfWnKc+s7115/5HHWffbahMTirPasS+al1fshWrtjULyeWrtG8SSgQOxWCymZrsdhX18aNEiEIDBrGMTp7FjrDNkx+7YYQyMdYYK+/iYFfW25fYrvSIicmecuTeVzHX97rdgrIUszis396ag/lSynib1JM+xurvTedhE3D+dSFvfjRznAgDFyM97cQ1wbzOWuSP6cikpyeSk4izibAk8MfF9Ltef6Kj5bOzDyjH98MjnYWKyOxMU1Bc/Pz9iSaITa2nDaobyF21YTSfWEktSjlxnyHGlF+NK743k5Cu9IiIi8t9q1G6Qbrxh9zaTkkhG5dbeFNSfStbTpJ7kWfUaBdBpzSr6t7byOQcc9TepxrBlJ5jxeDOid24xMaE4g5SUFFqPnsCxOrPAxRUAly2T+K7PU5QuVsLkdHfGy8uLsIULad2qFe5WK9EksJKjjmaidatWhC1cmOPWGcrtV3pFRETkvxUslP5Op72HD5oTRDIst/amoP5Usp7Fbr+6v/utbTiU1VFEzLP6u//jYL8JTLpQB0/cAUgljaku2zjV/zle6doPV1dXk1M6rwLbjC+IGqVMDpIFes+czqyLXaBILaNwKJywxrvp+MxL5gbLJHHx8URFRZFos+Hp5UVAQECObiZsNhudu3QhJiYGgKp4UwlPDpBINAkA+Pn55djGULJQgwpmJ5A7oP5URK43P2QkYbPGOcYdWr3I4lFTTUwktyO39aag/lTuQgb6U03qiVwRe+oEC3t2ps+fLgRQ0lHfwGkm1E6kw7wwSpXVL303U2DboVw3qbfs2y9pt7YcVHrOKMTtoqvrbOb3H2RuMLmlxMREQkJCiIyM5HJysqPubrUSGBhIUFCQGib5N03q5UjqT0Xkep99MJ9Jw99yjFs88DCRs5eamEhE/ancIU3qidweu93O50vn4TruPUam1MV65Qn1i6QwIt8WvIJ78dTzbU3dGCE+Ps4pd3DLbZN663du5YHZm0jxH2kULsVz/75u/DJtPFY3q7nhJENy45VeyUKa1MuR1J+KOAdn6k/37NjMa0/7O8Ylixbj+Mp1pmQRuZ76U7ktmtQTuTMH9+1hRbcujN1bgnu51pCs5AhLmnvSedpcfAoXzdZMNpuNkFDj6k7KP67uWK3utAhsQb+gfqZe3clNk3onYk9Ra9A8zty32CjY0yixrj07pgVR1AkmUEUkC2hSL0dSfypiLmfsTy+cP8fDNdN/pn39wWzNICKSKTSpJ3LnUpKTWRo6jmrzVtPLXtNRP0sSA7y2U3/ORO5/+IlsyWKz2ejSpbNjHQa8q4FnJUjcDwnRgLEOw8KFYaZN7OXUSb3rr5Y1atyYwDHT2FIjDNyNf5fWDcNY378JdarUMDmtiGQZTerlSOpPRczjzP1p09renE+0OcYnVq6jRNFi2ZrhTulOLhFxyEB/6pYNMURyJDerlTcHjmXbY0/Rplsvpp6qShkKUgQPFtkasqzdJGa/+jWdR07BI3+BLM0SEhpiNEwevtBoEhS79kgBpzfBusHExMQQEhLCqFGjsjRLbmGz2QgJCSUyMpLkFOPKsh07RzzyEfu/XxwTesQsZ/mL5TShJyIiIvIPztyfFirklW5S7+Dxo04/qXej3hSMNddatAikXz+tuSYi/+ZidgARZ1e7/v28tWY1Q54ryCfsc9TbUoUxK84yu3kzdm/fmGWfHx8fR2RkpDG4vmECY9xoEgCRkZHEx8dlWZbc4uoOVOER4SSnJFMNbwIpi8XiRmyzJeB1j3Fg7EYGV97IC489aW5gERERESfi7P1pnQYPpRv/svGvbP3823Wz3rQq3lxOTiY8IpxOnTuTmJhodlQRcTKa1BPJgAIFC9E7ZAF/L+xFt0LrSeAyABXwZPmxOhxv9TZLZwaTmpqa6Z8dFRVlrFHiXe3fDdNVvvXAuyrJyZeJiorK9AwZcaF2BXYdN+Wjb1tISCgxMTH44kEYTVhOc56gLJvuGwhlrzxSffEUlTd2J7jL2+aGFREREXEyzt6fFvL0Tjc+fOJYtn7+7bpRbxpMY1bQnDCa4IuH465HEZF/0qSeyG14+PHWPP/Td3QMiGMNRnPggoX+9jq8GbqJya0e5+jh/Zn6mTbblStynpVufpDF4njdcbzcUFx8vOPK8iQa4U8xDpFIyyrFsdcJMg5KS8b9h5cocvQgCTbbLc4mIiIikvc4e3/a6MFm6cZb9u7K1s+/HTfqTf/Jn2JMohFg3PUYFx+f3RFFxIlpUk/kNhXxLc7gZV+wZkJrhlg3cgnj7ry6FGX5zsr8/tjLfP3RIjK4B81/8vK6snZG4oGbH2S3O153HC83FBUV5XiswZ9iXCCFJ4qd5lyTdxzH5P+1L4+f2E9aSqppdz6KiIiIOCtn708r3lM93fjoKed9nOT63vRG6uHreBRXvamI/JMm9UTugMVi4Zk2nbnvhxW0qb6PbZwFIB+uTLpcn6aDv2DKGy8Qd+b0XX9WQEAAVqs7JOwxFh2+kdjNkBCN1epOQEDAXX9mbpZ45c67Snhix86r+XcQ/cR74OZhHLBzAV/s2k8diqY7XkREREQMzt6flq1wT7rxgb+PkJaWlq0ZMuqfvenNWLA4XldvKiL/pEk9kbtQrqIfAyN+4N3edQixbCMN4+68ZpTh3V88+bRpIFGrv7mrz/DxKUyLwBbGYN1go3G6eheg3e7YXQwgMDAQH5/Cd/V5uZ2nlxcAB0gk2GUnXz8eAgXLGC8eX8vE35bxBGU5QGK640VERETE4Oz9aYGChf5VO3fhfLZmyKh/9qY3Y8eu3lREbkiTeiJ3yc3NjfZ9R1Dsq1m8VmorhzkHgA/5WHCuIcXfDGFW/25cvItGIqhvEH5+fpAUC2s7weo28NdQ459rO0FSLH5+fgQFBWXWj5VrBQQE4G618ienGRHQHko+aLxw7gjP/TiAQWn3splYoknA3WrVnY8iIiIiN+Ds/WmN2g3SjTfs3mZKjv9ytTfdQwKbuPFTPupNReRmNKknkknurdOQHqtXM/IVHz5gr6P+Kn4Ef5bI3GbN2L75rzs6t5eXFwsXhtGqVesrjzpEw9GVjkcaWrVqzcKFYXh6aj29/1LYx4cGDz3AgXvbQvVORjHlItW/b8+yi8aE3mDWAcaV5cI+PuaFFREREXFSzt6fFiiY/nNPxN79sjhZobCPDy1aBAIwmHVs4jT2K0//2LGzidPqTUXkpiz2DK7mv+FQVkcRyT1++ymSLT2HMTWxNoXJ56jPtGxn79uP07bPcNzc3O7o3PHxcURFRWGzJeLl5UlAQIDTPHJbYNshapQyO8WtxScmULP3BI41/gBcjD8Dt1Wv03XfJs5wiWgSAPDz8yNs4UJNlIrkFQ0qmJ1A7oD6UxHn4Iz96bzpI1g0e7xj3PW5NswfOsHERDdns9no3KULMTExAFTFm0p4coBE9aYieVkG+lNN6olkkfizsSwIeosuP13gMco66js4y8iqp3l9wULKV6piYsLMV2Cb8UXhrBN7qampPDZoGD+Vnw0evkZxyxSq/jmBQlgBcLdaCQwMJCgoSE2TSF6iSb0cSf2piNzM+/OnMHvSIMf4lSdasWLCbBMT3VpiYiIhISFERkZyOTnZUVdvKpKHaVJPxFx2u51vPn2f88PnMPZyXTww7gy7TCpj3bZgH9WRZ1/visViMTlp5nHmu/X6vzOD6QlvgG89o3D4O6ZX/4MqPsVJtNnw9PIiICBAjzWI5EWa1MuR1J+KyM1s3/Qn7Z+93zEuW6IUR7753cREGRMXH09UVJR6UxHRpJ6Is/j7yAHef6szw7d744+vo/4Lx5nzoAudZi6gaLESJibMPM46qffRynBeXV0c7nnJKMRH8yYhLBo4xNxgIuIcNKmXI6k/FZGbiT11gsDG15pS70KexP/knJtliIjcUAb6U22UIZINypSrxKCvVvJ+v4ZMcdlK2pXFbx+mFGG/FeaLR57ip5VfmhsyF9u0ezttvzh1bULvso2GR0cwP6i/ucFEREREJEv4Fi+ZbpxwLpFzF86blEZEJGtoUk8km7i6utK25xDKfD2XV8tu4yCJAHjhzrzzDanQ9R1m9OnE+XOJJifNXU7HnaHF1E9I8R9tFOxp+G7qxTejB2J1s5qaTURERESyTtFi6Sf2Yo4cNCeIiEgW0aSeSDarXsufXj+uZtzrxXmPPY76C1Rm8pdJvPtoc7Zs+M3EhLlHckoyT42azGn/2WAxvu7cNo3h+wEvUryI73+8W0RERERysirV66Qb/7l9szlBRESyiCb1REzg4ZGf7uNncOGD4bzps4EzJAFQmoJ8cNqfi88PJGziMFL+sfNVTrLruNkJDG+FTGN92XHg7mUU9n3CsmeL4V+9lrnBRERERCTLFStZJt34WOxJk5KIiGQNTeqJmOi+gMd4/afvefuxy3zHYUf9bWrSa8Fepj7ZnIMxu01MePsu1HaOxeYXfP4Ri2ytwaeqUTizhaByv/FKi1bmBhMRERGRbFGr3n3pxms3rTMpiYhI1tCknojJvH2K0H/hcjbOeJ2gfBu4QAoANSjMiphqbGvRjk8XzyaDG1UL8Ovm9XRf7QLlnzIKSbE8cmYyU97qZW4wEREREck25StVSTe2nT9nUhIRkayhST0RJ2CxWAj832s0X/05beseYR2nALDiwuhUf1qP/ZHJL7Xi9MljJid1fkdOHOOp2StJqzPAKKSlUHZrb74cPQRXV1dzw4mIiIhItqlRu2G68YZd20xKIiKSNTSpJ+JESpYpz+AvIvlo8ENMcNlCKmkAPEhJlqwrzjePtOLHbz41OaXzupiURIvRM7A1mOmoeWwYwg/D38S7kJeJyUREREQkuxUoWOhftfMXL5iQREQka2hST8TJuLi40KZbf+75diGvVNhBDAkAFMLK7IsNqfZ2GCHd3+CcLcHkpM7FbrfTbuIkdlWdCm75jeKexXza7l6qV/QzN5yIiIiIZDsXFxfKlK+crrbv6CGT0oiIZD5N6ok4Kb/qtQn6fg2TO5QljGubZfyPioR8m8aiRx5j45+/mJjQuUz5YAmfuXSAQuWNwsnfGVtzLy2bNDM3mIiIiIiYpliJ0unGuw/uMymJiEjm06SeiBNzz5ePbqOmkbpiDO2KbOAUFwEoQQGWnq2P/eXhzB87kMuXLpmc1Fwrf/+ZwRtLQamHjcL5v2l9aR7DO3Q1N5iIiIiImKrqvfXSjVev+82cICIiWUCTeiI5QMMHHuHNNT/S50k74Vx7ZKALNRi4+DAhLZqxL3qHiQnTu1C7AruOZ89nxRw5yLOLNkKNbkYhJYkqu/uxfNgQLBZL9oQQEREREadUolS5dOP4RJtJSUREMp8m9URyCE9vH/rNW8aO2R3onX8950kGoArerDh4L3sC3+Sjd0NJS0szOWn2sZ1L5LGx87nYcKqjVmhDED+M7knB/AVMTCYiIiIizqDBfU3TjX/dusGkJCIimU+TeiI5zOOtXiZwzde0b3iCPzgJgBsujEirx4sTfmHyC09z8vhRk1NmvbS0NF4YO4FDNWeAixUAy/YZRHRvSoVSZc0NJyIiIiJOoVTZiunGKSkp5gQREckCmtQTyYGKlyzDwE8i+GLEo4x13UwKxt15jSnO+xtL8f2j/2PlVytMTpm1hi98hx+8+0GBEkbh6A/MDDhP0wb3mxtMRERERJxG0WIl0o1PnDmtiT0RyTU0qSeSQ7m4uPBSx97UiFzCq5V2E008AAWxMiOpAXV7L2V619exJcSZGzQLfPbjd0yM8YdiDYyCbR9tPT6lx4uvmRtMRERERJxOUd/0E3t7jxw0J4iISCbTpJ5IDle5yr30W7mKkM6VmcdOR/1pyjNzpQvvP/I4635bbWLCzLV17y7afHoEqlyZwEs+R90DQwkbMEAbY4iIiIjIvxQrWSbdePu+PSYlERHJXJrUE8kFrO7udB42EfdPJ9K26EZOcAGAYuTnvbgGWNuMYe6IvlxKSsrWXJm9A+6Z+DiemPwhyfXHOWpFNvYickx/3K3umfthIiIiIpIrVKleJ934wN9HTEoiIpK5NKknkovUaxRAp59W0b+1lS844Kh3pDrDlp1gxuPNiN65JVuyXKhdIVPPl5KSQsvRkzhZdzZYjK8u183jWdnvWUr6Fs/UzxIRERGR3KNsRb904582/GFSEhGRzJXhSb3Ir5ZnZQ4RySSFPL3oO2sxMfO68naB9SRyGYDKeLHiSE0OtezKh3OnkJqaanLS29Nz5nT+KDUK8vkYhQNfsPjpQjS8t84t3yciIiIieds9VWqmG19IumhSEhGRzJXhSb0RKUv5M+rHrMwiIpmo2ZPP0/qnCN68L5YoTgDgiguD0+ry2pQ/mPy/QI4fPWRyyoxZ9NUnzD8bCIVrGIWz2+lZYjXtnn7W3GAiIiIi4vTqNHgw3fjnjX+alEREJHNleFLPHvQAQevGcmh/dFbmEZFM5Fu8FIM++ppvx7RghNsmkkkDoAHF+GBbeX5q/jzffLYUu91uctKb+3P7JrqsTIYKrY1C0lkCTo0npEcfU3OJiIiISM7g6eXzr9qly5eyP4iISCa7rTX1Lk19hLfCOmJLiMuqPCKSySwWC8+/0Z16K5fxqt8edmL8/5sfN6ZdasB9/T9iWqdXiI87Y3LSfzt2+iSBoRGk1RtqFNJSKb21N1+PHoqbm5u54UREREQkR7C6u1PQ0ytd7dRZ5+t9RURu1+1tlGF15dTsh+gzoS0pyclZFElEskLFe6ox4LtVzOlejVlsd9RbUI65qzxY3vQJ/vjlexMTppd0KYkWo6YTX3+mo+a+cSjfD2lHYS9vE5OJiIiISE7jV612uvGG3dtMSiIiknkyPqn3zZXHbovkZ+uYSgRP6e3Uj+yJyL+5Wa10HDgOr8+n81rxTfzNeQCK4MEiW0M8201kztCeJJm8eLDdbqfD5MlsrzwJrAWNYvRSPn7Vj5r3VDU1m4iIiIjkPCVKlUs3/n3rRpOSiIhkngxP6r3wbXHYccoYVPMl/MVzrPhgTlblEpEsVLv+/XRbs5ohzxXgE/Y56u2oyujlZ5jd7FF2b8+cRmfX8dt/z4yPlvJR6uvgVckonPqLEdV28L9Hn8iUTCIiIiKSt9xTrVa68VlbgklJREQyT4Yn9foHTaV+8DE4bdzZw+P3EFI40qke1xORjCtQsBC9Q97l6Ls96VpoPQlcBqACniw/Vofjrd5m6cxgUlNT7/gzLtSucNvvWfXXr/T7ozCUaXblJMd58twsRnfsdsc5RERERCRvu7d2w3Tjnzb8YVISEZHMk+FJPTc3N0KGvEep3n/C5Su/5L/dmH6bxnMwZndW5RORLNb0iWd44afv6PRQPD9xDAAXLPS316FD6EYmt36Co4f3Z0uW/UcP88y7v2Gv2dMopF6m8s4gPhk5FBeX21sCVERERETkqjLlK6cbX7yUZFISEZHMc1u/JRfy8mbeW0vI33e1o3ZpyqN0W9zJKXfOFJGMKeJbnEEffM7qCa0ZYt3IJYyJ+3r4snxHJX5/7GW+/mhRlq6jee7CeR4fO5fzDaY7agU39OOHkd0pVKBgln2uiIiIiOR+5Sr6pRv/feoEKSkpJqUREckct33rS9nylZnZdAKW6b8bBTcXYucE0HtiW5IvX87sfCKSTSwWC8+06cx9P6ygTfV9bOMsAPlwZdLl+jw8+AumvPECcWdOZ/pnp6Wl8fK4iey/NwRc8xl5dszhqy4PULls+Uz/PBERERHJWywWC0V8i6er7T1y0JwwIiKZ5I6eZ6t/38MMtb8IX+8xCoXzs2OcH+On9NSOuCI5XLmKfgyM+IF3e9Um1LLNUW9OGRb84sknjwQStebbTP3M0Yvm823BnlCglFE4toZp952heeOHMvVzRERERCTvKlk6/cXi7fv2mJRERCRz3PEiVc++2JFXfiwDW08ahapF+eaVJD58f2ZmZZP/EB8fR0REOMuXLyciIpz4+DizI0ku4ebmRvugkRT9ciavltrCYc4BUJh8vJvYkOIdpjOrfzcuXjifofPdagfcL9d8z7jdNaB4Y6OQeJBXXD+g76tv3O2PISIiItlM/ak4s8pVaqYbHzx21KQkIiKZw2LP4K11Gw79u5aamkqP4S+xLrQylChkFBesZ0a+twh49KnMzCn/YLPZCAkNITIykpTkZEfdanWnRWAL+gX1w9PT08SEkpskXbzAwtH9efzj3bxGFUf9COcYVDKGFvNnU6te41ueo8C2Q9Qo9e/6jn3R1J/8A5cbTjEKyeepteNN1oWOxSOfR2b+GCIit9bg9nfrFvPdqD8Vc6g/lZxg0Zxg5k0b7hg/+eAjfDvrPfMCiYjcSgb607vaTtLV1ZVpw96jTJ91cOnKIqNdGzJw+2T2Re+4m1PLTdhsNrp06UxEeLjRMHlXg7KB4F2V5OTLRISH07lzJxITE82OKrmER/4C9Jw8lzNLBtDZcz1xXAKgHIVYfqIecc/2ZfG00be90HCcLYEnJr7P5foTHTWfjb1ZOaafJvRERERyEPWnklNU9rs33fhSstaEF5Gc7a4m9QAKFvJk3tvvUaDvT47a5cmP0H1pV+LPxt7t6eU6IaEhxMTEgIcvNAmD5suhcTA0X2GMPXyJiYkhJCTE7KiSyzz06JO88vNKuj5ynh+59qhCH3st3pqzg6lPPcbhA3szdK6UlBRaj57AsTqzwMUVAJctk/iuz9OULlYiS/KLiIhI1lB/KjlFnQYPphtv3bvbpCQiIpnjrif1AEqXq8isZhNxmfKbUXB14cycJvSc9Lp2xM1E8fFxREZGGoNGk6CYf/oDivkbdSAyMlJrmEim8yniy8Aln/Dr5BcY6L6RJIy782pRhOXRfqx/vA2fL5v/nxvm9HtnJlHFh4NHEaNwKJx3n3Dl/tr1s/pHEBERkUyk/lRykvwFCqYbx8afve2nTUREnEmmTOoB1GsUwHDXV+GLXUbB24NdE6oxemJ37YibSaKioq490nB9w3SVbz3How5RUVHZmk/yBovFQsuXOxCw6hNer3mIzRh35LrjSnBKfZ4Y8Q1TXnuWM6dP3vD9S7/5glknHoEitYxC3C66Fv6Ojs+8lE0/gYiIiGQW9aeSkxQoWOhftfNJF0xIIiKSOTJtUg+g9QvtafNzRdh8wijcU4SV7VJZumR6Zn5MnmWzXVmHxLPSzQ+yWByvO44XyQJlylVi4NcreT+oIVNctpKGMXnflNKE/VaYLx59ip+//yrde9bv3MqbETao9JxRuBTP/cfHMLtPUHbHFxERkUyg/lRymjr1H0g3/m3LBpOSiIjcvUyd1APo03sC902NhRPnjMIjFZldfi2/rArP7I/Kc7y8ruwYlnjg5gfZ7Y7XHceLZBFXV1de7zWEMl/P5dUyWzmI0ah74c68cw0p32UOM/p04vyFc5yIPUXg9C9I9R9pvNmeRoktvYgYPRirm9XEn0JERETulPpTyWk88hdIN96xP2NrQouIOKNMn9RzcXFh6rAllOuzHpKurE/QsT6D9kwnZve2zP64PCUgIACr1R0S9sDpTTc+KHYzJERjtboTEBCQrfkk76pey59eq9Yw7rVivMceR/0FKjP5yyRmdG3L/f3GcsZ/puM168YRfD+oDUV9CpsRWURERDKB+lPJaerf/0i6cfThW0xIi4g4uUyf1ANjrYJ5vd6nYO81jlryhKa89eFbnI09lRUfmSf4+BSmRWALY7BusNE4XV2v0G43xusGAxAYGIiPJkskG3l45Kd78EzOLxvGm97rOUMSAKUpyAfxjeh3uSX5XfIZB8csZ/mL5ahTpYaJiUVERORuqT+VnKZk6fLpxttitAOuiORcFnsGd7HYcOj2T751w+902j2KtKEPGQXbJap13sCScV/jni/f7Z9QsNlsdOnSmZiYGKPgXdVYoyTxACREA+Dn58fChWF4eurxBjFHQvxZ3u3XnTdWJfAk1xqnXT4led3/QeoX/YSFg0eamFBE5DoNKpidQO7AnfSnkvnUn0pOEr1zC22equcYly1RiiPf/G5eIBGRm8lAf5qlk3oA33z5AaPKhMML9xqF/XE8Ni6BiaMWY7FY7uykeVxiYiIhISFERkaSnHzZUbda3QkMDCQoKEgNk5jObrczb9pwPL5xYdqROPKnJgOQTBrBrlso3rclb73cTt8DImK6pEtJeDxYzewYcgc0qec81J9KTpF8+TIPVE1/g0naugPqSUXE+TjDpB7AzFnDWdbmNDQobRTWHqL7ymq82XnQnZ9UiI+PIyoqCpstES8vTwICAvRIgziN40cP8XKPKVxo/A7V4k/wweowGsYecbz+KycI8z9P8IQJlC5WwsSkIpKXXUi6SJugfnz55zdmR5E7oEk956P+VHKCxxsUJ+7Macf4wNdrqVi6nImJRERuwFkm9dLS0ug9sg2/Ty4Lpa9coVuyiakp7Xn0if/d+YlFxCklXbxAmzc6c7jWInDzAMDjt7cZsWM9g+x1cL2ynGcilxmWfwtNR3Xm+ceeMjOyiORBdrud7uNG8XaVAdSaVsvsOHIHNKknInei1UMVOf73tS+QNfNX8EjDB0xMJCJyAxmY1MuSjTL+9SEuLkwZuojyQRvhovEIHh38GXJgJtE7t2RHBBHJJna7naGDgjhcZYpjQo9dC5j14n3cO3MM7ctsZR82ADxxZ9bFRrgO/pKeQ/pjO5doYvLcKy4+nvCICJYvX054RARx8fFmRxJxCjOXL6Gl70uU8S5jdhQREclG9e9rmm68budWk5LkXepPRTKHW3Z9UP4CBZnXZykv93yFc2GPA5Ayvind3+zOR2//H77FS2ZXFBHJQovnTuMX2kHBK78kH19Lj4Dz1H+jKwW2HWLhJ0sZPzuEih/tphPVAfgfFXnghwv0Xt+ON6cMoYl/YxN/gtzDZrMREhJqrG+Ukuyou1uttGgRSL9+Wt9I8q5Vf/1Kyl5PHmz8oNlRREQkm3l5p38kfPu+PSYlyXvUn4pkrmy5U++qEqXKMqdVCK7jo658uoX42U3pMa0tl5KSsjOKiGSBtau+Yd6fRaDklV+Szx2hmdsK3ujS13GMRz4Pxvcfit/8t+jovY5TXASgBAVYEteInZ1nMyJkIpcuXzLjR8g1bDYbnbt0ITwinOSUZKrhTSBlqYo3l5OTCY8Ip1PnziQm6u5IyXsOHjvCJx+soWPjjgBcStH3jYhIXlK7fvpHbY+cPG5SkrxF/alI5svWST2AWvUaM9r7Tfh4u1HwzEfMlFqMmNiVDC7vJyJO6OC+PQx6ZzVUN35JJuUiFfcPYezE6TfcTeyRhg8w/cv3GN3sHBFcW9OkKzVotzyeji+3Zce+6OyKn+uEhIQSExODLx6E0YTlNCeYxqygOWE0wRcPYmJiCAkJMTuqSLa6kHSRIRNnMOaxcY7aqFUjTUwkIiLZrVpN/3TjrXt3m5Qkb1F/KpL5sn1SD+DJ1q/SYd29sO5vo1DBh9Wd3Vj47gQz4ojIXUpMiKf7wPFcrj/ZUSu4MYg5IRPx8Mh/0/f5eHozd0oo54Ofpq/HOs5j3IJfBW/eO1KHL14dzqxlYaSlpWX5z5CbxMXHExkZCcAkGuFPsXSv+1OMSTQCIDIyMsvWMNFaKeJs7HY7QZMmMPzBMeRzywfAor8W8dJrj5gbTEREslWxEqXTjc8kxJGSkmJSmrzBGfpT9aaSG2XbmnrXe+vtUcSMep21E21QxgseKs+7+zZwT+T/0TzwebNiichtSk1NpX//vpyqGQouxleKZds0Zg57jZKly2XoHC+3aE2Af2PeHjyUbls9uZ8SuOHC8LR6/DlzOx1WdyR40gTKliiVlT9KrhEVFeV4pOH6humqevhSFW+ikxOIioqiVcuWmfb5WitFnNWMDxfzTIlXKe1t/DL328HfcPNLpHnjh0xOJiIi2alAwUL/qp1PuoB3IS8T0uQNZvan6k0lNzPlTj0wdsSdODSMikGb4cKV/7Ha1WXY0XfYvX2jWbHEicTHxxEREc7y5cuJiAgnPj7O7EhyA7OnjWWDZ2/w8DUKh79jcCsf6jUKuK3zlCleksVhYawLqss4102kYNyddx/FmbutIiHPdeejyK8yO36ulGgzdheuxM2bEwsWx+tXj88MWitFnNUPf6wlbZ8391e4H4C/E/4mIvYTer/WweRkIpJTqDfNXepct67e71v1O2hWMqs/VW8quZ1pd+oBeOQvwNygpbzS62VsV3fEHdeUt9/sxcfFP8W3uO7KyYtsNhshoSFERkaSknztSorV6k6LwBb0C+qnKylOYuXXH/NBdE24p55RiI+mte+PPN9m+h2dz8XFhZ5t3mTn/U1o328YI49UpCo+FMRKyKVGRAz/lu6rfmLCyNH4eHpn3g+Sy3h6GVeZD3Dz5sSO3fH61eMzwz/XSrn+0YpNnGYw6xxrpYwaNSrTPlfkVg78fYT/W7GWiS0mAZCUnMT430axeGrwDdf8FBH5J/WmuZNHgYLpxtti9hD44CPmhMkDzOpP1ZtKbmfanXpXFS9ZhjnPzMB19C+OWsLspnSf1pakpIsmJhMz2Gw2unTpTER4uNE0eVeDsoHgXZXk5MtEhIfTuXMnXUlxAru3b2Lk0p1wz0tG4bKNGsfHM2TkxFu+b1cGNhe7t3IVFn/yAR++XpR57HTUW1KBMWsK0f9/7Vm97re7iZ+rBQQE4G61socENnH6hsdsJpZoEnC3WgkIuL27Km/GGdZKEbne+YsXGDppBqObj3HURq0ayaQhfSlwizU/RURAvWluVr/xw+nGMUcOmhMkjzCjP1VvKnmB6ZN6APfWacj44l1h+TajUNCd/VPrMCy4s3bEzWNCQkOIiYkxHuVsEgbNl0PjYGi+whh7+GpHJCcQd+Y0PUbMItX/ytUsexo+W/owM3QaVnf3m77vQu0KGf4Md6s7Y/oMonZYbzoUWccJLgBQjPyEJTTiwFvzGTplPEmXku7qZ8mNCvv40KJFIACDWccmTmPH+C61Y3dclQQIDAyksI9Ppnzu7ayVcjk5maioqEz5XJGbsdvt9J0YzIiHxjo2xgj7K4xX2jajYgbX/BSRvE29ae5VqmzFdONjsafMCZJHmNGfqjeVvMApJvUAHn/6JTptqQN/HDUK5b35uXt+FswbZ24wyTbx8XGOKyk0mgTF0m81TzF/o45xJUXrmJgjJTmZXn36EV93JliMrxDXzWOZM64nRXyLZ/rnBdRrxMzPlzLhiUt8wQFHvSPV6fjJOTq91Jate3dl+ufmdEFBffHz8yOWJDqxljasZih/0YbVdGItsSTh5+dHUFBQpn2mmWv5idzI9KULea7065TyMpbz+PXgr7hXPU+zRg+anExEcgL1prlbhcrV0o23RKufzGrZ3Z+qN5W8wGkm9QC6vjWCpnMvwuEEo3B/WcLqbOGHbz4xN5hki6ioqGuPNVzfNF3lW8/xuIOupJhj4tgh7Co1HNyvrHOx7xPGtq1B9Vo3+TPLBF6FPJk1YSr2yc/RM/86ErkMwD148f7fdfn2tdF0GtSHDz74QNvTX+Hl5UXYwoW0btUKd6uVaBJYyVHHIw2tW7UibOHCTF0DyMy1/ESu9/0fv+B6yJf7yt8HwNH4o3xz+lN6vdre3GAikmOoN83dKl43qff36ROZev64+HjCIyJYvny5+tMrsrs/VW8qeYGpG2Vcz2KxEDxsIe0GtGL/4vugoDu8VofhoxZQZmtl7q3T0OyIkoVstitftp6Vbn6QxWK8nhB97XjJNv+3PIyvTjeH8lWNwpktvFZlOy1aj82Wz3+u+ZM8ULcBvYYOpePGAgRQEldcGJxWlw2rTtN1VShJpOFp9dD29ICnpyejRo2iV+/eREVFkWiz4enlRUBAQKY9cvtPjrVSko21Um70mENWrOUncr19Rw/xxYpfmdDCWOMzKTmJCX+MYfEUbYwhIhmn3jR3K+TlTb58Hly6spRLWloaZ+LjKOpT+K7Oa7PZCAkJJTIykuSUaxuruFut6k/J3v5UvankBU51px6Ah0d+5vZfhnfPnx211DEP0+PLPpw68beJySSreXld+cst8cDND7LbHa87jpdssXn9r0z6Og7KP2kUkmJpYJtJrwHZu0tUKd/iLF6wkL961mQ460gmDYAGFGMtz/AYZTienMjXEV9re/orCvv40KplS9q0aUOrli2zZELv6ueYsZafyD+du3Ce4ZNnp9sYY+SqEUweGkR+Dw8Tk4lITqPeNPcr5Omdbnz4Ln/ftNlsdO7ShfCIcMdaboGUdazZFh4Rrv70iuzoT9WbSl7gdJN6AL7FS/HO87NxG3FtYs82+xG6h7Qj6eIFE5NJVgoICMBqdYeEPXB6040Pit0MCdFYre66kpKNThw7Qp/xy7DXGWAU0lIoviOI6dNDcXV1zfY8FosF24ETfMEBmhPBTow1bPLjxgweZAFNSMXO7phoLVydzcxYy0/kKrvdTp+JwYwMGIu7m7Fpz4I/FvBau8coX7KMyelEJKdRb5r71Wn4ULrxL5v+uqvzhYSEEhMTgy8ehNGE5TQnmMasoDlhNMEXD22sks3Um0pu55STegDVa/kzoWwPWLrFKBSwcnB6PQYHdyQtLc3ccJIlfHwK0yKwhTFYN9honq7ufmy3G+N1gwHjSorPXd4aLxmTlHSRHkGDOVc/1FFz3ziYuZOHUsjL+xbvvLELtSuw6/jdZbq6Pb0HbkzjPj5jP7PZ7ni9BeVYTUtq4MNH336lNUyykRlr+YlcNfX9d3mp7BuU9CwJwNoDayl472UeafiAyclEJCdSb5r7FSqUfg21wyeO3fG5rvanAJNo9K9HPf0pxiQaAcbGKupPs4d6U8ntLHb71b+Zbm3DoayOcmPvLgjm3ZYH4MFyRmHd33T4uBRv9xxz6zdKjmSz2ejSpTMxMTFGwbuqsU5J4gFIiAbAz8+PhQvD9MWbDex2O4P69WC1xyAoVN4o7llMaLsSNGn+9B2ft8C2Q9Qodee5wiMiGD16NNXwZjnNAfidkyxgFxNoRGkKOo5dSjTf1Lfw3qx5evQum8XFx2fLWn4iAJG//cTuH+N4o+EbAByJP8L8fdN5Z/iYjK2j16BCFieUrGBWfyp5h3rT3C3i/5Yyut8bjnGzRg+yat7yOzrXjfrT69mx04bVRJPA6NGjadWy5R19ltwZ9aaS42SgP3XaO/Wu6txlKM3eTYZD8UahURmWNNrJd1/d2ZetODcvLy8WLgyjVavWVx53iIajKx2PNbRq1VpNUzZaunAGq5Nfvjahd/J3ujWKvasJvcxwo+3pH6AEc3iIqWzhE/Y56u2oyuSNJenywuts3L39X+eSrJNda/mJxBw5yNef/OGY0LuYfJGJf45l+oCh2hhDRO6KetPcrUKlqunGf5+68x1wb9SfXs+CxfH61eMl+6g3ldzIqXa/vRGLxcK4IQs4PLAVMYsaQyF3eLkWo8cuptyme6jlf5/ZESWTXd0RqXfvXkRFRWGzJeLl5UlAQIAea8hGv/+8ktlr80ONh43C+b952P4+Hd+eZ24wbr49fSGshPIgX3OQt4liAo3xxp2KePL+CX9C2o7nx64B9OvwlilrAYpI5ks8f44Rk+cw44k5jtrIVSOYMrSf7s4VkUyh3jT3Kl85/aTenkP7sdvtd3RB6Gb96T/ZsTtev3q8iMjdcPrHb686c/okL815noTFj4GL8SVbqPMPfPTmCkqWLmduOJFc5sjBGF7p+w6XGl1ZRy8liXLbO7H8vQXkL1Dw1m/OgLt9/DYuPp6nnnySy8nJhNHkhtvTr+Ioffid2TzEI5R21DcTy/SqpxgzZQKVy5a/8xAiYjq73U7nEcPoX3sEJTxLADD/9/k89Ow9PFz/Ni/66fHbHMns/lREcja73U6jSukfXrv462488t3+RaGM9KebOE0n1uJutfLtd9/pTjERubXc8PjtVUWLlWDey++k2xH33KxH6D6jHRcvnDcxmUjuci7RRvd+Y7jUYIqjVmBjP+aGBGfKhF5myMj29FPYihUXZtQ+yzC3jVwmFYB6+LIwuirvvtiXJV99TAava4iIE5q8ZAEvl2vvmND7ef/PeNVKuf0JPRERyZMsFgt+1Wunq23as+OOzpWR/nQw6wBjYxVN6IlIZsgxk3oAVe+ty6RKfWDJlS3l81s5HNqAQeM7aEdckUyQlpbGwP59OV5jGrhYAbBsn0Ho4JcoVda57mLJyPb0VfyqsGzWAjp8Oo2OfrvYxlkAPHBjUnIDyo/7hS693uZ03BmTfxoRuV3frl1DwWOlaViuIQCH4w6zKuErur/U1uRkIiKSkxQomH4NvD2H9t/xuTLSn/r5+REUFHS3sUVEgBw2qQfwyOPP0H3fA7D2yvMWpT35Lagws2eNMDeYSC4wL3QCfxXoDgWMu144+gP9A/PR4P6mmf5Zu47f3ftvZ3t6v3IVWfLBUsI7lSPUss1xjuaUYcrvxRjxbEe+jVpzlz+RiGSXvYcP8O3/reP1+q8DcOHyBSb/NY6p/QdrYwwREbkt/o2apBv/sW3THZ/rdvpTEZHMkGPW1Psnu93O0LEd+WGEF1S6sjjtpzsYc6w1T//vdXPDieRQP377fwz+NAmqvGYUbPt4yjKHMRNCsuSX5LtdV++fbmd7+nU7tjBnwFjGn6pGOQo56suJYUOrUowdOIyC+QtkTjARyXSJ58/RZdAYZraYg9XVuKO433d9GTu8G2VL3MWXitbUy5GcqT8VkZxpxeKZTB/bxzF+OqAZETMW3/V5b6c/FRG5oQz0pzlyUg/g8qVLtB/Zmuh3G4BXPgBcgqMIqzGWOg0eMDmdSM6yd9dW2o74mJT6wUYh+RxVo7vx/pLFWN3ds+QzM3NS73ZdSLrIyKkT8P/qKK9RxVE/wjmGF9/D21NG0LhWPXPCichNpaWl0XnkMAbWGUXxQsUBmPvbXB5+vipN/Bvf3ck1qZcjOVt/KiI5z/bNf9H+f9fWYi1fsgyHIn41MZGIyBW5aaOM67nny8c7Az+gSI9fINVYTy9tWAA9Vw7g+FF1eCIZFR93hh5DQ0jxH+eoeW/qw6zQaVk2oWe2Ah75mTZiHEVmtqNbob+I4xIA5SjE+6ca8FuHKQTPm0FKSorJSUXknyYvns+r5d90TOj9tO8nitbj7if0REQkz6p4T/V04yMnj5mURETk9uXYST2AwkWLMff1+ViHXtsR9/zMR+k+6w0unD9nYjKRnCElJYW+fYM4U2cGWIyvA9fN45k9thu+xUuaGy4bPPnQo4z/cjEDHzjNKv521PvYa/HMoqO0f60tew8fMDGhiFwV8csqvE6Wp0HZBgAcijvEmsQIuj7/msnJREQkJyvk6UU+j/yOsd1uJzb+rImJREQyLkdP6gH4VavFlOr9IWyjUfBw48jMRvQf31474or8h2nBw9hWbDDk8zEKB75gxCsVubdOQ1NzZSdfnyK8O+sdjoxsymD3DSRh3J1XiyIs3ncv77/Un4WffUgGVyoQkSyw5+A+Vn6xiTb+bYB/bowxSBtjiIjIXStYKP3GFSdiT5uURETk9uT4ST2AJs1a0vPow/DTQaNQshB/DSzGjJlDTc0l4sy++ngJnx17CArXMApnt/NyxfW0fC7vbTZjsVho3/olun46g85Vo9lMLADuuDI+pQFVJ/1Op+7dOHlGDZ5IdrOdS2T01HmMaHZtl/sRq4YxbdhA8rnnMzGZiIjkFnXqP5huvH7XVpOSiIjcnlwxqQfQrn0QgcvcYN+VW6XrlWR504N8/dl7puYScUbbN/1J8OfHoUJro5B0lnpnp9F30JhszbHreLZ+3H+qVKYc7y17nx/euoeplq2kYdyd15TShK4rxbhnu/D1T9+bnFIk70hLS6PPhGDGNA127HQ757c5dOzYijJ5YIkAERHJHvkLFko3PnryhElJRERuT66Z1LNYLIwa/A41hkVDQpJRfLYG41KWs3ldlLnhRJzI6ZPH6DlmEWl1r9zJmpZKse1BhISG4ubmlm05LtR2zp0mXV1dGdDxbR5bNpw3Sm7iIIkAeOHOnAuNuNT/E/qMHMK5C+dNTiqS+01cNI/XK3WmWKFiAKyOWU0Jfzceqpd3lggQEZGsV7NOo3TjtZv/MimJiMjtyTWTegBWd3dmD1pG0R5rHTvi2gc9RK9Vgzl25KC54UScwKWkJHr0GUiif6ijZt00jDmTBuDlXZj4+DgiIsJZvnw5ERHhxMfHmZjWXP7Va/HuZx8w77l8vMceR/1FKjPwWxd6PNuW37duMDGhSO729U8/UPhURfzL+ANw4OwBfrnwHV2eb2NyMhERyU7Z0Z+WreiXbmzTposikkNY7Blc/X3DoayOknn2793J69935/KUR43CpRTKtF/Lh8O+ppCnl7nhRExit9sZNrAX37sGgVcloxi9lKmvetPggUcJCQ0hMjKSlORkx3usVndaBLagX1A/PD09b3LmO1dg2yFqlMr002a6H/5YyydDpzPJVoeieDjqc9jB2Tf8GfJWb6xuVhMTiuQuuw/GMHfWV4x5zFgS4Pzl8wz4qQ/vTZmQdevoNXDOu4fl1nJSfyoit8dms2Vbfxp35jSPNyiermZffzBTzi0icscy0J/mqjv1rqpc5V6m3DsQFqw3Cvnc+HtmY/oHtyc1NdXccCImWb7kHb6/8Oy1Cb1Tf9HJ/28aPPAoXbp0JiI8nJTkZKriQwvKUgUfkpMvExEeTufOnUhMTDT3BzDR4/c3YfIX7zGsSRyRHHHUe1CTF98/SYdX2rL7YIyJCUVyj4RzNsZMXcCIR/+xMcaPw5iujTFERPIMm82Wrf2pp3fhf9UuJ1/OlHOLiGSlXDmpBxDw6FP0OdEcVu03CsULsn5ISUJCB5kbTMQEf/26ihmr7FCmmVG4cJwHkxfSpecgQkJDiImJwRcPFvIwy2lGMI1ZQTMW8jC+eBATE0NISIi5P4TJinj7MC9kFrFjHqef+3oukgJADQqz5GAtPnp5CHM/ep8M3vwsIjeQlpZGn+AJjH0kGDdXY43P2b/OpkuXZyhdrITJ6UREJLtkd3/q5uZGiVJl09UOHjuaKecWEclKuXZSD+C1N3rz9Ef5Ye8Zo1CnBB8/9jeffxJmbjCRbHT08H76TfsSe82eRiH1EmX2DGDSlFBstgQiIyMBmEhj/PFN915/fJlIYwAiIyPz9Bp7YGzI8/rTz9H789l0rbmP9ZwGwIoLo1P9qTttAx26dOLY6ZMmJxXJmcaHzaHdPV3wLWh8F63au4pSDfPxQJ0GJicTEZHsEh8fZ0p/WqxEmXTjHfujM+W8IiJZKVdP6lksFkYMmk3N4TEQf2VH3GeqM9HyKRv//MXccCLZ4ML5c7zdbyQX609z1PJvHMA708dSoGAhoqKiHI80XN8wXVWPoo5HHaKitJM0QPmSZXhvyRJ+6VGdiS5bSMXYmOchSjJ7UzkmPteN//vxW5NTimSfuPh4wiMiWL58OeEREcTFx9/2Ob5cs5LisVWoV7oeAPvP7CcqKZLOz76SuWFFRMSpmdWfVqlRN914zfo/MuW8IpL9MqM3zSnczA6Q1dysVmYOWcarPf/H6SXNwM0Fe/8H6f32UFaUWkrZ8pXNjiiSJdLS0hgyKIi/q00FV2MdKsuOOUzv/4zjv3ubzViHpBKFbnoeCxYqUYi9xDuOz0y7jpMjNsu4nouLC0Htu7L1oYdp338Uo/+uzD144Yk7sy824ovBX9Dz8dUEDxuFV6HM32RExBnYbDZCQkKJjIwkOeXaIubuVistWgTSr19QhhYx33Ughp/CdzDqsdEAnLt0jukbJvLe1IlZFV1ERJyUWf3p9Y/fxtkSMuW8IpJ9Mqs3zUly9Z16V/kULsq89gvJN3CNo3YxtBnd53bgnL6sJZd6d/YkfnXrBAWuzJgdW0MTnw2cirvgeEzBy8v4QjvAuZuex47d8frV4zPLhdo5f7fJOlVqsPCTpSx+2ZNF7HbUn6USw37woPez7Vi76S8TE4pkDZvNRucuXQiPCCc5JZlqeBNIWarizeXkZMIjwunUufN/LmIen5jA2GnvMuzR4Y7aiFXDmD58EO5W96z+MURExCTx8XFERISzfPlyIiLCTe9P69/XNN34163rM+W8IpI9Mqs3zWly/Z16V1X0q870+iPo+c5M7G83AndXjs26j6CebzA3+DPc3PLMvwrJA9as/IqwjaWhmrHeCIkH4Zcu/GL15Jc/t2K1utMisAWdOnbEanUnOjmeTcTe8BGHzZxhL/FYre4EBARk7w+SQ3jk8yB4wDDWPPobnQZNZWJCLYqRn5IUYElcI+Z3nsX3bWoyomc/TVJIrhESEupYxHwSjfCnmOO1TZxmMOsci5iPGjXqhue4ujHGuH9sjDEjagZvdXuOUr7Fs+XnEBGR7GWz2QgJDSEyMpKU5Gt30pjdn5a57gku27mbTyqKiPPJjN40J8oTd+pddX+Tx+kXFwg/7DMKxQqycXgZpoUMMDeYSCbaF72DoQt+g2rtjULyeVj1KhStD+WeBO+qJCdfJiI8nP79+9O8ubEj7hD+YhOx2DF2b7VjZxOxDMG4yywwMBAfn8Jm/Eg5xqMNH2Tal+8xqtk5IjjkqHfjXtouj6PjS6+zY58WXZacLy4+3rGI+fVNE4A/xZhEI8BYxPxm65iMe3cOHaq8RdGCRQH4IfoHyjcuxH21/LMuvIiImMZms9GlS2ciwsONCT3valA20Cn60+sfvz2TEMfFpKRMObeIZK3M6k1zojw1qQfwStsePPN/XrA71ijUKs5nT53isxULzA0mkglsCXH0GDyF5PoTrhV/6Qz1x8DjH0PjYGi+ApqEgYcvMTExAPj5+RFLEp35hTasYSh/0YY1dOYXYknCz8+PoKAgk36qnMXH05u5U0I5H/w0ffKt4zzGFeiq+LDkSB2+eHU4Mz8IIy0tzeSkIncuKirK8VjD9U3TVfXwdTzucKNFzD9fFUmpuGrUKVUHgH1n9vHH5R/p+L+XsjS7iIiYJyQ0xOg/PXyNfrT5cqfqT719iqQbHzh2JFPPLyJZIzN605wqz03qAQzpH0qdMQfh7EWj8HRVJuf7kvW/rbnl+0ScWUpKCkF9+3K6Vii4uBrFTROgbAso/0T6g4v5Q6NJAKxatZpp06bRqlVrrFZ39hLP9xx1PNLQqlVrFi4My3ULima1l1u0pv/nc+le5yB/cBIAN1wYnlaP+2dsp0Onjhw9edzklCJ3JtFmA6ASN/9eMBYx90x3/FU79kWz9tvdvFj3ReP1S4mEbJzMpL66c15EJLeKj49z3ElDo0lGP/pPTtCfXr8D7l87Nmfq+UUka9xtb5qT5cmF5NysVmYMWcorvZ7h1JJHwOqKve/99Ok5kuWlFlO+UhWzI4rcthlTRrO5SH/wuHKF8VA4HAyHZ3+/8Rt86xmPOiREs3nzZkaNGkXv3r2IiorCZkvEy8uTgICAbHnkNqfugPtfypYoxZKwRcxZsYQfZkUyJLUubrhwH8WptbUww5/rzv0jO/Byi9ZmR5XrxMXHExUVRaLNhqeXFwEBART28TE7ltPw9PIC4AA3X2jYWMQ8Md3xYOwmGBwSxqwn33HURqwaRugYbYwhIpKbRUVFXXvk9voJvatM7k+LlSidbnz05Iks+RyRO6H+9ObupjfN6fLkpB6Al3dh5nUMo82ATlya0RyApJBHeeuNjnw0+Gs8vX3MDShyGyI+/4CPDtSHSrWMQtwu+K0P3PPKzd9ksYBnJUiIxmYzvtx8fArTsmWrrA/8DxdqV6DAtkP/fWAO5eLiQq/XOrLj/ia07z+ckUcqUhUfCmIl9FIjIoZ9Q/cf1zBh5Gh8PL3Njpvn2Ww2QkJCiYyMJDnl2uLd7lYrLVoE0q9fkO5aBQICAnC3WtmTnMAmTt/wMYfNxBJNAu5Wq2MR89TUVPoEBzPu0Qm4XrmjOHRtCG93e4ESRW/8qISIiOQOV/tNPCvd/CCT+9OadRvz3ZcfOsZRW9Zly+eK3Ir60/92p71pbpAnH7+9qkLlqoQ2HoVl1p9GwerKydkP0GdCO1JSUswNJ5JBO7euZ9yKA1DpOaNwKZ6y0YPA3RsSD9z8jXa743Uvr7z9l0B2qHlPVRZ/8gEfvFaE+ex01FtSgTFrCtHvf+1Zs/43ExOKzWajc5cuhEeEO9bkCKSsY+2N8IhwOnXuTGLiza8A5hWFfXxo0SIQgMGsYxOnr1vE3NhhDIxFzK9eRR67YDYdq75NkQLGHcUr96yk0gNeNK5VL9t/BhERyV6OftOJ+9OyFf3SjeMTc88jepIzqT/NmDvtTXODPD2pB9D4oeYMONcKIo0FWSlagC2jyjNpmjYFEOcXe+oEPUfNJ9V/hFGwp1F0ax9mzgzF6p4PEvbA6U03efNmSIjGanXPVVcqnJm71Z2xfQdTc2Ev3iyyjhNcAKAY+VmU0Ij93eYzbGowSZe005oZQkJCiYmJwRcPwmjCcpoTTGNW0JwwmuCLBzExMYSEhJgd1SkEBfV1LGLeibW0YfWVRcxX04m1/1rE/P9+/I5ytprULlUbgJjYGDak/kSH1toYQ0QkLwgICMBqdXfq/rRmnUbpxn9u35ztGUT+Sf1pxt1ub5pb5PlJPYCXXnuLZ78uAjtPG4UaxfjymTg+/uCdW79RxESXL12iV9/+JNQNddTcNo5kzoQgKlS8hxaBLYziusFG42Q3rlRgtxvjdYMB40pFdqybJ9c08W/MjM+XMuGJS3zBtavVHanOmx8n0vmldmzdu8vEhHlPXHy8Y/HuSTT61y37/hRjEkajHxkZSVx8fHZHdDpeXl6ELVxI61atcLdaiSaBlRx1PNbQulUrwhYuxNPTk+0xe/gtci/P13kegMSkRGZsnsyEPv1N/ilERCS7+PgUdvr+1NP735/5z8cdRbKT+tPbczu9aW5isduvfpPe2obcu+QVYOwc2m3Yc2x+pwYULQCAZdafzCkaxH0Bj5mcTiQ9u93O6KF9+cbeE7zuMYoxy5n0Qj4ee8r4pdlms9GlS2diYq7chepd1VijJPEAJEQD4Ofn5xQ72xbYdihXbpSREf/347f8PGYhwRfr4omxSUAqaUxx2Yb7W4/Sp11nXF1dTU6Z+4VHRDB69Giq4c1ymt/wGDt22rCaaBIYPXo0rVq2zOaUzutWCzfH2RJ4e0gws558x7GOXq9vezB9bBDFi/iamPo6DSqYnUDuQG7vT0Vym5zQnz79YHlOHjviGJ/8fr1z/X0leYb60zuXazYVyUB/qjv1rnBzcyN06FJK9vwdklMBsPe6j6B1Yzm0P9rkdCLpfbpsAd8kPHVtQi92I+1r7nNM6IFxpWLhwjBatWp95VGHaDi60vFIQ6tWrZ1iQi+ve/6xpxjyxQJ61T/Krxg7rLniwpC0ujR9Zw8d2nfg0PGjJqfM/a5ua391m/sbsWBxvH71eDEU9vGhVcuWtGnThlYtWzqaptTUVHqPH8/4Ryc6JvSm/zKd3t1f0S9IIiJ5UE7oT32Lpb/SvH7nNpOSSF6n/vTO3aw3zY3y7O63N+Lp7cO8rotpE9SBi7ONu/MuTX2Et9p35KNBX+N1g9uxRbLbhj9+ZmrkRaj1hFG4eIrG59+he9+F/zrW09OTUaNG0bt3L6KiorDZEvHy8iQgIECP3DqRUr7FWbxgIfM/Wcb3IV8zPLUeVlxoSDEW7CrMiOd7UW/Y67z21LNYLBaz4+ZKV7e1v7rN/Y3YsTtev3q83NqY+TPpUr0XhQsY3zff7f6OqgFFaHhvHZOTiYiIWZy9Py1eqiw7tvzlGP+xfRNPBTxqYiLJq9SfSkboTr3rlKvoR+hD47CE/mEUrK6cmv0QfSa0JSVZ6ymIuY4fPUTfSZ9gr9XXKKQlU2pnP6ZMC8XF5eb/O/v4FKZly1a0adOGli1bOUXDdL1dx81OYC6LxcJbL7fj1Y8n8WalHewiDoD8uDHtckOKjfqBbkG9OJsQb27QXCogIAB3q5U9JLCJ0zc8ZjOxjjU5tLnMf/vk+wgqnqtLzZI1AYg+Hc1m1tKu5fP/8U4REckLnLU/9ataK904Nv6sSUkkr1N/KhmhSb0baPjAIwxJfg6+ufLYbZH8bB1TieApvcngEoQimS7p4gXeDhrKhfrTHbV8GwbxzrSRFPLM2VdlLtTWWlZXVa/ox+IVS/msfUlms8NRb0E5JqwtzOBn2/PDH2tNTJg7FfbxoUWLQAAGs45NnMaO8X1vx84mTjOYdYCxeHduvoU/M2zdu4t13x/g2drPAsbGGLO2TCW4Vz+Tk4mIiNxatZr+6cY/bfjDpCSS16k/lYzQRhm3MHlqEJ92uwS1ihuFH/YR9Gcj2rTtaW4wyXPsdjv9er/FL54joGAZo7hrAbM7VeSBpi3MDZdJ8vJmGTfz+9YNvDswmODYGpSmoKP+PtHsfK4io4MGk9/Dw8SEuYvNZqNzly6Oxbur4k0lPDlAItEkAMbi3blx16zMdDYhnp5DJzLryXccdxD3+qYH08c52cYY19NGGTlSXuxPRSRr7YvewctPXLtbr2Lpshz4OsrERJKXqT/N47RRxt3pHzSVBhOOwenzRuHxewgpHMkfv3xvbjDJcxbPncYvtLs2oXd8LT0CzueaCT25sQfqNGD258uY8lQan7LfUX+Dqrz1+SW6vPA6G3dvNzFh7uLl5UXYwoW0btUKd6uVaBJYyVHHIw2tW7VSw/QfUlNT6RMczPhmEx0TetN+mUqfHq8694SeiIjIFZWr3JtufPDYUVJTU01KI3md+lP5L7pT7z+cS7TRJrgVx95vCu7Gzn3u/Vbz4VPzqeRXw+R0khesXfUNfd8/AdU7GoVzh2l2cRKTQ97JVZsm6E69W/v6p+9ZOXIeEy7UxRt3ANKwM92yDXvXAPp1eAtXV1eTU+YecfHxREVFkWiz4enlRUBAgB5pyIDhs6fzVKFXqFHC+Pvxm13fYK9+mrZPP2dysgzQnXo5Ul7tT0UkazWrWwRbQpxjvPeLn/ArV9G8QCKoP82TMtCfalIvA44e3s+rH7Xj4juPG4WUNHzbr+aj/l/iU7ioueEkVzu4bw9tBrzL5YZX1tFLuUjFnZ354L2FeHjkNzdcJtOk3n87eeY0Q4YP5411VppS2lHfTCzTq55i7NSJVCpTzsSEkpd9FPk1SVs9eabWM4CxMcbnZ99nct9BJifLIE3q5Uh5uT8VkazzamBd9u7e6hh/NX0hrZs+bmIiEcmT9Pht5ihbvjIzm07AMv13o+DmQuycAHpNbEvy5cvmhpNcKzEhnu4Dx3O5/mRHreDGIOaETMx1E3pX5fUdcP9LiaLFWDR3PnuHPMgwtw1cxngUpB6+LIyuyoIX+rDkq4+1oY9kuy3RO9m46rBjQs+WZGP21mkE99TGGCIikvNUrloz3Xj/34dNSiIicmua1Mug+vc9zFD7i/D1HqPg48HO8X6Mn9JTv0BLpktNTaV//76cqhkKLm4AWLZNY+aw1yhZOnfeiaUdcDPGYrHQ6fk2dPh0Om/es5PtnAXAAzcmJTeg3Lif6dLrbWLjz5qcVPKKM/FxTJm5lEFNBwOQlpbGsFVDCB0+BDc3N5PTiYiI3L7yFaukG69Z/7tJSUREbk2Terfh2Rc78sqPZWDrSaNQpSjfvHqJD96bYWouyX1mTxvLBs/e4HFlYfnD3zG4lQ/1GgWYG0ychl+5irz34TK+7lSOUMs2R/0xyjLl92IM/9+bfBu1xsSEkhekpKTQJ3gCwf/YGGP62mn06/kaxbQ8hYiI5FAVr1s7/eKlSyYlERG5NU3q3aa+fSbRaNJJOHnOKDSrxMzSa1i75htzg0musfLrj/kguib41jMK8dG09v2R59t0MjWXOB83NzeGdutNwHuDeaP4Bo5gfC8VJh/zzzUmvs8y+o0dzvmLF0xOKrnVyHdC6V6zL975vQEI3xlOrUdK4V+9lsnJRERE7lzdhg+lG+tOPRFxVprUu02urq5MG/YeZfqsg0spRrFLAwbtmMK+6B3mhpMcb/f2TYxcuhPueckoXLZR4/h4hoycaG4wcWqNatZl7v8tY0ZrF5YT46i3wY8+X6fR/fm2rNuxxcSEkhst/+4rql9uTPXi1QHYfWo3u9z+os2Tz5icTERE5O5cvxliSmoKqampJqUREbk5TerdgYKFPJn39nsU6HPt0bbLkx6h+9KuxJ+NNTGZ5GRxZ07TY8QsUv1HGQV7Gj5b+jAzdBpWd3dzw4nTK5i/ANNHjqfwzLa8VWgdcRiPiZSjEO+fasCv7ScTPG8GKSkpJieV3GDznh1sXfM3rWq2AiDhYgLv7AhhXI++JicTERG5ex75C+CRv0C62pmEOJPSiIjcnCb17lDpchWZ9dhkXCb/ahRcXTgzpwk9J72uHXHltqUkJ9OrTz/i684Ei/G/pevmscwZ15MivsVNTic5yZMPPcq4Lxcx8IHTrOJvR72PvRbPLDpK+9fasvfwARMTSk4XG3+WabOWMeDhgYCxMcbwNUOYMWyoNsYQEZFco3KVe9ONN+zadpMjRUTMo0m9u1Cv4UMMt74GX+wyCt4e7JpQjdETu2tHXLktE8cOYVep4eDuZRT2fcLYtjWoXsvf3GCSI/n6FOHdWe9weMTDDLZuIAnj7rxaFGHxvnt5/6X+LPzsQ31PyW1LSUmhz/gJBDef5NgYY8rPkxnQqx2+PkVMTiciIpJ5SpWtmG7829aN5gQREbkFTerdpdbPv8Frv1SCTceNwj1FWNkulaVLppsbTHKM/1sexlenm4NPVaNwZguvVdlOi9YvmxvMJLuOm50gd7BYLHR45mW6fjaDzlWj2YyxNIA7roxPaUDVSb/TsXs3Tp45bXJSyUmGzwmhR61+eHkYFyC+3vE1/s3LUbfqvf/xThERkZyl0nU74OrxWxFxRprUywS9ewVz//SzcOLKjriPVGR2+bX8sirc3GDi9Dav/5VJX8dB+SeNQlIsDWwz6DVglLnBTHKhdgWzI+Q6lcqU471l7/N9t8pMtWwlDePuvKaUJnRdKcY924Wvf/re5JSSE3zw7RfUTLmfasWrAbDr5C725FvPK4GtTU4mIiKS+arXapBu/NOGP0xKIiJyc5rUywQuLi5MGbqYcn3WQ9KVReg71mfQnunE7NbaC3JjJ44doc/4ZdjrDDAKaSkU3xHE9OkzcHV1NTec5Cqurq4M7NSD5suG80bJTRwkEQBv3JlzoRGX+n9Cn5FDOHfhvMlJxVlt3L2dHT+fpOW9LQGIvxjPvJ0zGNu9j7nBREREskj5SlXSjS9p3XQRcUIWewYXVdpwKKuj5Hwn/j7MK++14dy7jxuF1DQKd1jFx70/zxGbHcTHxxEVFYXNloiXlycBAQH4+BQ2O1aulJR0kdfbd+LgvWHglh8A9/X9WT6lExX9qpuczlwFth2iRimzU+ReF5OSGB0yiXs/P8gbVHXUj3Geob676DplGA/UaXCLM0heczruDEHDpzPr6TmAsTFGr8i3mR08hCLePuaGy0wNdKdwTqT+NHdTbypmstvtNKqU/h4Y+/qD5oQRkbwpA/2pJvUy2baNf9Bx5wjShgUYBdslqnbewHvjvsY9Xz5zw92EzWYjJDSEyMhIUpKTHXWr1Z0WgS3oF9QPT09PExPmLna7nUH9erDaYxAUKm8U9ywmtF0JmjR/2txwTkCTetnjhz/W8unQ6Uy01aEoHo76HHZw9g1/hrzVG6ub1cSE4gySU5JpP2gwEx6a7lhHb+KaCbzepTl1qtT4j3fnMJrUy5HUn+ZO6k3FWTSrWwTbP9bSO/rtH5QpXtLERCKSp2SgP9Xjt5msdv37Ge3ZHj7baRS88hE9qQYjJ3Zzyp0mbTYbXbp0JiI83GiavKtB2UDwrkpy8mUiwsPp3LkTiYmJZkfNNZYunMHq5JevTeid/J1ujWI1oSfZ6vH7mzDpi/cY1iSOSI446j2oyYvvn6TDq23Zc3CfiQnFGQybPZ1edQY4JvS+3P4lDR+vmPsm9ETEaag3FWeSzyN/uvHhE3+blERE5MY0qZcFnnrmNdr+XgU2HDMKlQrz45sWFi+cbG6wGwgJDSEmJgY8fKFJGDRfDo2DofkKY+zhS0xMDCEhIWZHzRV+/3kls9fmh1IPG4Xzf/Ow/X06vj3A3GCSJxXx9mFeyCxixzxOf/f1XMRYE7QGhVlyoBbLXx7E3I/ed8oLEpL1ln3zOXXTAqhazHhMe8eJHewvsJmXnmhpcjIRyc3Um4ozqX9f03Tjv3ZsMSmJiMiNaVIvi/TsMZYHZiTAsStXEZtUYJ7fH6xZ+YW5wf4hPj6OyMhIY9BoEhTzT39AMX+jDkRGRhIfr23c78aRgzH0nxEJNboZhZQkyu0dRPCk6VgsFnPDOZELtSuw67jZKfIOi8XC608/R6/PZ9O15j7WcxoAKy6MSa1P3WkbeLNrZ47HnjI5qWSn9Tu3snttLE/VeAqAuAtxvLtnNqPf6m1yMhHJzdSbirPx9PJJN94Ws8ecICIiN6FJvSxi7Ii7iPJBG+HilbVAOvgz5NAs9uzYbGq2q6Kioq491nB903SVbz3H4w5RUVHZmi83OZdoo3u/MVxqMMVRK7CxH3NDgslfoKCJyUQM5UuW4b0lS/ilR3UmumwhlTQAHqIkszaWZeKzXfl81Xcmp5TscOpsLDPnfkT/h/sDkJqWyvA1Q5kxdKh25haRLKXeVJxN7foPpBsfOXnMpCQiIjemSb0slL9AQeb1WUqhnj85ainjmtL9kx7EnjphXrArbLYrdxF6Vrr5QRaL43XH8XJb0tLSGNi/L8fvnQ4uxsYDlu0zCB38EqXKamF2cR4uLi4Ete/K0x+O5o0yW9iHDQBP3Jl1sRGWQZ/Tc0h/bOf0XZBbJack02f8BIKbTXTUJv00iSF9O+SunW5FxCmpNxVnU7VG3XTjLXt3mZREROTGNKmXxUqUKsucViG4jltrFFwsJMx+mB5T23IpKcnUbF5eV3YNSzxw84PsdsfrjuPltswNDeavAt0hf3GjcPQH+gfmo8H9TW/9RhGT1KlSg7BPlrH4ZU8WsdtRf5ZKDPvBgz7PtWPtpr9MTChZZejM6fSpNwhPD+P7/vNtn3Nfi8rU9qtucjIRyQvUm4qzKVm6fLrxyTOxpKWlmZRGROTfNKmXDWrVa8zYwp3go+1GwTMfMVNrMWJiV1MXoA8ICMBqdYeEPXB6040Pit0MCdFYre4EBARka77c4Mdv/4/3tleGYg2Mgm0fT3t/w0ttu5kbTOQ/eOTzIHjAMCrP70Yn73Wc5iIAJSnA4rON2NF5FiNDJ3E5+bLJSSWzvBf+KfVdHqaKbxUAtp/YzmHPbbz4uHbmFpHsod5UnI3nDe5Sv3RZvY+IOA9N6mWTFq1eocOGmvDXlW3QK/iwurMbC9+dYFomH5/CtAhsYQzWDTaap6uTjHa7MV43GIDAwEB8fAqblDRn2rtrK8MXb4QqrxmF5HNUPTKK4WOmaGMMyTEebfgg0758j1HNzhHBIUe9G/fy+odnefOl19mxL9rEhJIZ1u3Ywr7fEgisFgjA2QtnCdszh5Fde5mcTETyEvWm4ozurdMw3fiP7RtNSiIi8m+a1MtGb3UfSZM55+GosU4VD5Xn3eobWBX5f6ZlCuobhJ+fHyTFwtpOsLoN/DXU+OfaTpAUi5+fH0FBQaZlzIni487QY2gIKf7jHDXvTX2YFToNq7u7iclEbp+Ppzdzp4RyPvhp+uZbx3mMzX+q4sN7R+rweZthzPpwkR5HyaFOnjnN7HmfENTE+J5PTUtlxJqhzBg2TBtjiEi2U28qzsYjf/pN7bQDrog4E4s9g89/bjj038fIf0u6eIG2o1pxYMkDUMDYNMFtxM+8d/80qteqb0qmxMREQkJCiIyMJPkfj9JZre4EBgYSFBSEp6fWLMmolJQUOnfqyLYKMyGfDwCum8ezZHjgv670yY0V2GZ84dQolTnni4uPJyoqikSbDU8vL8fjOtfXCvv4ZM4H5mJHTx5n2OChdN/mzX0Ud9T/5BTz6tgYPzGYsiUy6Q9Ostzl5Mt0GDSUiU2m45nP+J4fv2ocHd4KpJZfNZPTZbMG2rgoJ1J/mjupNxVnMj9kJGGzrl2of/vFdswZNPauz6v+VET+Uwb6U03qmeD0yWO8vOAlbIsed9S83/yBj9/6FN/i5v0yHB8fR1RUFDZbIl5engQEBOixhjswacwgPjvXHgrXMAoHvmD0k+dp+dzrpubKaQpsO3TXk3o2m42QkFDjl4KUZEfd1cWC3Q5p//j6c7daadEikH799IvCf0lLS2POiiUkzIpkSGpd3K7c9H2eZIbn28z9IzvwcovWJqeUjOg/dSIvl+iIn68fAJ9t/YyijdJ4rnmgyclMoEm9HEn9ae6m3lScwZcfhTF+cGfHOKBeI9aGfXrH51N/KiIZpkk957Vr2wbarxtI6piHjcL5y1R680+WjQ3HwyO/ueHkjn318RLGrS4KFa5MaJzdzsuFVzBgWLC5wXKgu53Us9lsdO7ShZiYGACqlSlKpeI+7D8ZR/Sxs8ZBLu5QIgAuHIGEvQD4+fkRtnChGqcM2LEvmkn9hzPiSEWq4uOoh3OIbx8twMSRo/Hx9DYvoNzS4q8+peCBcjxR9QkAth7fyprLXzH6rd4mJzOJJvVyJPWnIpLVdmxZxxvPNHaMK5cpz76vfrmjc6k/FZHbkoH+VGvqmaRG7QaML9kNPtxqFAq6c2BaHYaO72Tqjrhy57Zv+pPgz49fm9BLOku9s9PoO2iMucHyqJCQUGJiYvD1yk9Yj1Ys7/88we2as2LAC4T1aIWvV35IuwzWgtBsBTRZCB6+xMTEEBISYnb8HKHmPVVZ9MkHLGtTmPnsdNRbUYGxawrR73/tWbP+NxMTys38uX0TB/+wOSb0zpw/w+LouYzo0sPkZCIiIs6lSvU66cb7/z58x7+vqT8VkcymST0TPf7Ui3TaWhf+OGoUynnzy9sFmD/v7tdokOx1+uQxeo5ZRFrdoUYhLZVi24MICQ3Fzc3N3HB5UFx8PJGRkQBMavcY/vekv+XP/55STGr3mDE4GgmX48HXHxpNBCAyMpK4+PhsTJxzuVvdGRc0hJoLe9Gh8DpOcgGAYuRnUUIj9nebz7CpwSRdSjI5qVx1IvYUc+f/H32b9AWMjTFG/jyMmcO1MYaIiMj13PPlo9B1Tx4cO33yts+j/lREsoIm9UzW9a0RNJ17EQ4nGIX7y7Ko7ja+j/jY3GCSYZeSkujRZyCJ/qGOmnXTMOZMGoCXt9Z9MUNUVBTJKclUK1P0Xw3TVfUql6Jq6SKQlgwnooxi0XrgXYXLyclERUVlX+BcoIl/Y2Z+sZTxjyfxJQcd9Y5U582PE+n8Uju27t1lXkABjI0xgoKnML75BEcteE0ww4M661FpERGRmyhQsFC68aHjf9/2OdSfikhW0KSeySwWC8HDFlJ5wFY4f2V3rza1GXH6XXZsWWduOPlPdrudMSMGsK/ieOM2eYDo95nQ5QHuqVrT3HB5WKLNBkCl4j43PcZigUolrky6XrZdK3pWSncOyTivQp7MnjiN1En/o2f+dSRifKfdgxfv/V2Hb14bTch7C0hLSzM5ad41KHQK/eoPplA+45eTT7Z8QtOWNbi3chWTk4mIiDiveo2apBuv37X1ts+h/lREsoIm9ZyAh0d+5vZfhnfPnx211NEP0+OrPpw6cftXgST7LF/yDt9feBY8KxqFU3/Ryf9vHm3xjKm58jpPLy8ADpyKv+kxdjscOBlnDNy9rhUTD6Q7h9y+5x97iqFfLKBX/aP8ygkAXHFhSFpdHp6zm/YdOnDo+FGTU+Y9YV9+zIP5nqBy0coAbDm2hZNF9vK/R1uYnExERMS5Xf/0zfHYU7d9DvWnIpIVNKnnJHyLl+Kd52fjNuLaxF7i7EfpHtKWpIsXTEwmN/PXr6uYscoOZZoZhQvHeTB5IV16DjY3WC5xoXYFdh2/s/cGBATgbrWy5+8zbNp345Ns3n/c2GXMxQolA4zimc2QsBd3q5WAgIA7+3ABoJRvcRYvWMiW/g0Y7bqJZIy78xpSjAU77mH287344JvPtTFQNvlj20aO/nWBx6oYa/XEno/lvX3zGd75bZOTiYiIOL+adRunG2/as+O2z6H+VESygib1nEj1Wv5MKNsDlm4xCgWsHAzxZ3BwRz2u5mSOHt5Pv2lfYq/Z0yikXqLMngFMmhKKi4v+tzJbYR8fWrQIBGDw0h/ZtO84V+eO7HbYtO84g5f+aBTKBoLVG2I3wbohAAQGBlLYx8eE5LmLxWKh+ytv8MrHE3mz0g52YVx5zo8b0y43xHfUD7wV1IuzCfHmBs3ljseeYv6CL+gd0BuAlNQURv08jJnDhun7SkREJANKla2Ybvz3qdvfKEP9qYhkBYs9g7dJbDiU1VHkqrD5E5jfch88VN4orPub9h+XpEdP7YrrDC6cP8er7bvxd51F4JoPgPzrerFiZh/Klq9scrrcpcC2Q9S48TrC/8lms9G5SxdiYmIAqFq6CJVKFObAyTjjCiiAizuUeAguHIWEvQD4+fkRtnAhnp6emfEjyBXJKclMnDeTwu9voifX1ps8QxJDvLby4oR+PH5/k1ucQe7EpcuXaD9wKFMfmUFBd2Pdz9E/juatXq2pXtHP5HROpkEFsxPIHVB/KiLZ4czpk7RoVDJdLW3dASwWy22dR/2piNyWDPSnmtRzQna7nUFjOrB6dGGo4GMUP97OuJPP8uQzbUzNltelpaXRt1c3fvUZAwWM2SbLjjm8070GjR9qbnK63OduJvUAEhMTCQkJITIyksvJyY66q4sLdrudtH98/blbrQQGBhIUFKSGKQv9vnUD7w4MJji2BqUp6Ki/TzQ7n6vI6KDB5PfwMDFh7tJn0jjale1OpSLGAtsrNq2g7EPutH7kcZOTOSFN6uVI6k9FJDvY7XYaVUp/d3vKn/twdXW97XOpPxWRDNOkXs51KSmJ9iNbszesIXgad4O5jl3LojrB1PK/z+R0edf8mRMIO/AYFL+yrsaxNfTx387rHXuaGyyXuttJvavi4uOJiooi0WbD08vLsR7J9TU90pA9zl04z/BJ43no29O8yLW7Ww+SyMhSe+k7dTT+1WuZmDB3ePfzFRQ9WoVmfsa6n5v+3sSv9m8Z0UXfVzekSb0cSf2piGSXF5rX4OC+3Y7xxg8i7qpfUX8qIv9Jk3o525nTJ3l5zvPEL34MXIxbuwt1/oGP3lxBydLlTE6X96xZ+RUDlsdBtfZGIfEgT6RMJ3jKrNu+9T6vi4+PIyoqCpstES8vTwICAvDxKfyv4zJrUk+y142a1Bs1pF//9D0rR85jwoW6eOMOQBp2QizbSev6EP06vHVHV8AFftuygR8/2U7Ph4wJvNPnTjNx00gWBU/UOno3o0m9HEn9qYhklv/qT9s905idW9Y5xsvHz+TVwGfMiCp3IKP9qYhT0aRezrd311ba/tKblAmPGIWLyZRv/ysfjo4gf4GCt3yvZJ590Tt4ffBSkhtONgrJ56m8uyvLloSRT48KZpjNZiMk1HjcIOUfjxtYre60CGxBv6B+6R4tKLDN+OLRxF7OYLPZCAkJJTIykuSUa3++7lYrLVoE0q/fvx8dOXnmNEOGD+eNdVaaUtpR30ws06udYuyUiVQqo4sYt+PY6ZMMG/MOIU/NAIyNMXqtfJsFk0biVUiP7tyUJvVyJPWnInK3Mtqfho7vx4dhIY7Xe7z0BrMHjjEjstyGO+lPRZxGBvpTXa53clVq1GFS5T6wZJNRyG/lcGgDBga/qR1xs0lC/FneHjSZ5PoTHDXPTX15Z8YUTejdBpvNRpcunYkIDyclOZmqZXxp4e9HldJFSU6+TER4OJ07dyIxMdHxngu19Ut2TnF14efwiHCSU5KphjeBlKUq3lxOTiY8IpxOnTun+/MFKFG0GIvmzid68AMMd9vAZVIBqIcvC/dUZf4LvVny1cdk8PpTnnfp8iX6B09h3GPBjtq41eMY3b+bJvRERESuczv9aeGixdO99+ip4yalloy60/5UJCfRnXo5xOKwKcx9fDc8fGWSY8MxXv/Qlz69g2/9xjwso4943kpKSgrdunRic9kQ8CgCgMuWiSwa9Ci169+fFbFzrdFjRhMRHo6vVwEmvvEY/pWv3X63af9xhrz/I7G2C7Rq1ZpRo0Y5XtMjuDnD6NFjCI8IxxcPJtEIf4o5XtvEaQazjliSaN2qVbo/33/ae/gAYwYMZfC+MtSiiKP+I0f5+AGYOG48vj5FbvheMRbx7jNpPO3LvU3FIhUBWL5pOeUDPGjV9DFzw+UEulMvR1J/KjlNZvSnknlupz995unH6PRCgOP1e8pWIObLn82ILRmUGf2piKn0+G3uYbfbGTauE98P84TKV/7i/2wno4+2pOWzbc0N52Ru9xHPW5k2YTgfnX0FilxZBPdQOCOaxfLMyx2yInquFR8fR+CTT5KSnMzCnq3TNUxXbdp/nM6zv8Zqdee77751NLia1HN+cfHxPBn4JMkpyYTRJF3DdNUmTtOJtbhbrXz73Xc3XcMkJSWFyQvnUHDxX/SxX1t8Oo5LDC60hWfG9+apgEez6kfJ0RZ89iHFjlXnUT/j38/GvzfyB5EM69zD5GQ5hCb1ciT1p5JTZGZ/KpnjdvvTTz5ezrMPX9vgK5+7O0m/RWdnZLkNmdmfiphGj9/mHhaLhdGD5lJt6G6wXTKKL9zL2AtL2brhd3PDOZHrb6HHuxqUDQTvqjd9xPNmIj7/gI8O1L82oRe3i+dKRWlC7w5ERUU5Hmm4UcMEUK9SScejDlFRUdmcUO5GVFSU45GGGzVMYDxOe/VRh1v9+bq5uTHsrT48uGQgbxTfwBHOAVCYfCw415i4PkvpN3Y4F5IuZsnPklNFbV7H6c1pjgm9U+dO8eHBRQzp2N3kZCIikpn9qWSe2+1Pt2zdjqubm+O1S5cvE5+YkF1x5TZlZn8q4sw0qZeDuOfLx5yByyjS4xdINdbTSxsaQM+VAzh+VJeqAUJCQ4iJiQEPX2gSBs2XQ+NgaL7CGHv4EhMTQ0hIyC3Ps3PresatOACVnjMKl+KpfXoSA4eNz4afIvex2YwmtVJxn5seY7FYqFSicLrjJWdItNkAqMTN7zCwYHG8fvX4W2lcqx5z/28ZM1q7sJwYR/01qtDn6zTeeu511u3YcpfJc4ejJ4+zeFEEbz/4NgDJqcmM/mU4M4cO0063IiJOILP6U8lcd9KfFiyYvtc5dvpUluWTu5MV/amIM1K3n8MULlqMua/Pxzr02voN52c+yluz3+D8ubw9ERIfH0dkZKQxaDQJivmnP6CYv1EHIiMjiY+Pu+F5Yk+doOeo+aT6jzAK9jSKbu1DaGgIblZrVsXP1by8jL8sD5yKv+kxdrudAyfj0h0vOYOnlxcAB7j5d5Adu+P1q8f/l4L5CzB95Hh8ZrSlW6G/iMe4S7kchXj/VAN+bT+Z4HkzSElJucufIOdKupTEgAlTGdf8nxtjjGXMgO54FixkYjIREYHM608l891Jf1q3UUC613/Z+GeW5ZO7k1X9qYiz0aReDuRXrRZTqveHsI1GwcONozMaMSC4A6mpqeaGM9HVW+jxrvbvhukq33qORx1udIv15UuX6NW3Pwl1Qx01t40jmTMhCJ/CRbMoee4XEBCA1epO9N+xbNp/453CNh84wd5jZ7Ba3QkICLjhMeKcAgICcLda2UMCmzh9w2M2E0s0Cbhbrbf95/tUwKOM+2IR/e8/xSr+dtT72GvRetFROrzejpgjB+/mR8iR7HY7A6ZPZlDjERRwLwDAhxs/JPC5BlStUPk/3i0iItkhM/pTyRp30p9ef6feweNHsyOq3IGs7k9FnIUm9XKoJs1a0vPow/DTQaNQshB/DSzGjJlDTc1lJscjm56Vbn6QxeJ4/fpHPO12O8GjBxFdbgy4X/kLO2Y54zv6U6VGnayInGf4+BSmRWALAIa8/yOb9h/n6h49drvdsbsYQGBg4L92gdt14z5LnERhHx9atAgEYDDr2MRp7Fz588Xu2F0MjD/fO1mEuFjhoiycPZfDIx5msHUDSRh359WmCGExNVjyYn/C/m85Gdz7KVeY/9mHNPdqTYXCxgK6G45u4FypozzdpJnJyURE5Kq77U8l69xJf9rwwfR/x27Zuyt7Q0uGZUd/KuIM3P77EHFW7doHETO+K9+VPQt+RaBeSVY8sosqny6h9Yt5bzMHxyObiQdufpDd7nj9+kc8P122gG8SnoKy9xiF0xtoX3Mfjz01Iivi5jlBfYPYvWsXMTExdJ79NVVKF6VSicIcOBnH3mNnAPDz8yMoKCjd+y7UrkCBbVoz0tkFBfVl127jz7cTa6mKN5Xw5ACJRGMsIn2jP9/bYbFY6PDMy+xv8ACdBw6lf3QJ6lKUfLgSnFKfnyf+Rqcff2HC+HGUKHrjBZFzi182/kncVguvPNAUgJOJJ/no8BIWjgv+j3eKiEh2utv+VLLW7fanZcvfk+79R07oyrMzy47+VMRsulMvB7NYLIwcNIcaw6IhIckoPluDcakr2Lwu7926f/UWehL2wOlNNz4odjMkRP/rEc8Nf/zM1MiLUPYJo3DxFI0vzKV732FZHzyP8PLyYuHCMFq1ao3V6s7eY2f4flOM45GGVq1as3BhGJ6eamZzIi8vL8IWLqR1q1a4W61Ek8BKjjoeaWjdqhVhCxdmyp9v5bLleW/Z+6zsVomplq2kXbnq2pTShKwrydhnuxD+8w93/TnO6siJY7y/5DveeuAtwNgYY8zaEYQOGYrFYjE5nYiI/NPd9KeS9W63P63kVyPd+3fsj85TTwnkNNnZn4qYxWLP4LfQBt0o47Tiz8bycsiznHmvGbga87QF3vqBj177gNLlKpobLpuNHjOaiPBwY3exRpOMNUosFuMKaOxmWDcYkmJp1ao1o0aN+n/27jwgyrLr4/h3WEZFwRFwX1HEXXFpU9Q0Cyq1nvasLBfMXQF3ERRFxQXctUBNK9s3IcVyqcQWy9xTEcQdF4RxRhHZ5vnjxjFLE5ThnoHz+ed95nAz8+MN8HDmuq8LgNTTJ3h5+BwyH1yqPEl+DjV39+ej95ZSyVk2TLUEvT6DhIQEDAYjLi7O+Pj4/OuW279z2n+CZjVLMKC4Lxl6PQkJCRgNBpxdXPDx8bHYLQ1/Hj7AgjFTmX6uMfX/drrZpyTzy1PVmD4hmEpOFS3y2mrIup5F/3HBzOu+kAqOFQAI/m4yowNfonG9/7i1S9xd+/pqJxD3QPpTYQvupT8VJa8w/anJZOIBj1vXxeTtPCanzduAkuxPhSg2hehPZahXShw7+hevbxpC9tyCfR6u51L7re18OHl9mRpMGQwGBg3yJykpSSlU9lL2KDGmwOVEQFlifeMdt6xrmbz65iBOtYwBh/IAlPs9gI8ih1LPo7FaX4b4Bxnqif9yLSuLqZGzaf7lcd7Ey1w/y1UmuR/i7TmTeaR1exUTFg+TycTw8Km83TCQurq6ALy/630ad3PhSZ9uKqcrBWSoZ5OkPxW2oKj9qbBuL/ZoTkrSzb30/vwgjrZNW6qYSAhRahWiP5W3FEqJho2bM7flBFjxh1Io58CZhQ8yJvytMnUi7j+X0HM5EU5vMt/S8Pcl9CaTiUnjAznVOMI80OPQO8wb7ScDPSFsSIXy5YmYNJWaS/ozyGUnl1C2I6hFRd5L68Af/SMJWzKfnNwclZPen6WfrOUJ3f/MA73fT/3OtTqpMtATQggrV5T+VFi/ChUr3fL49IVzKiURQghZqVfqfLhmIVGd/oTHGiqFfed5OdqJsWPmqRtMBXdbQr9y6VyWH+kENToqhdTtDG/5O2+9LRulWhtZqScKK/2ynolTp/Dc9lx8qWuuHyKDcI9TTJkbTpMGjf7jGazTj7t+5edvjjH44cEAnDOeY/6BGUSHhcs+esVFVurZJOlPha0p6hYkwvrMDwvgo1ULzI+DXvdn3mjZh1sIYQGyUq/s6dN3JD0/cYJE5bQmWlfnkyfO8uWnMeoGU4FOV4WePXvRp08fevbsdUvDtH3Ltyz/zfXmQO/KSbo7fMSbgwJUSivu5pAcLiYKwbWyjhWRi7g47XHGaP/gGrkANKMKq1Nasu7l8Sz/ZK1NbWp98twZPljznXmgl52bTdj2EBZMnCwDPSGEsDH/1Z8K2+D0j5V66Zf16gQRQghkqFfqaDQagsctomXoMci4phR7NWGW3efs+vVHdcNZiePJRxi/dCs0HaAUcq/R4NgkwmbNlz+QrVRmK1lBIwpPo9Hw+tPPMeKLRbzdLIldXATAETum5bWj1dw/6P+2P6lpF1ROenfXsrIYPzOSaY9NN9embZ3KjAkjStUBIEIIIYStaPtgl1se79i7S6UkQgghQ71SycHRkYUT1lJ1xA7IzQfAFPQIo7cHc/pEssrp1GW8rGfouBlkt4sw1yr+GciSyFmUL19BxWRCiOJWv2YdVr+3mh+HN2WW3V7yUH4f+lCDRX/WYdb/3ubLLRtVTnlnJpOJoDmzmPRwqPmk2zV/rOGZlx+hUR0ZdAshhBBqqNfg1r23DVeNKiURQggZ6pValXWuLO8XTblx28y1a5HdGLK8H1cMl1VMpp68vDzGjAngQososHMAQLN/Hgsnv0aNWnXv8tlCCFtkb29P4Ftv8/SHU3mr1l6SMQDgjJZF1x5AM/5LRk4ai+GK9TXkiz9ew5Nuz1NHVweAnSd3klPvIr6PdFU5mRBCCFF21arb4JbH5y5d5Hr2dXXCCCHKPBnqlWINPJsyv90UNEt/Vwpae1IXP0JAeF9yc3PVDaeCxfPC2OU8Csq7K4WTG5nQS4f3Az7qBhNCWFzrxs2I/ux9Vr5UiZUcNtf/hweTvivHqOf6sn33ThUT3mrbHz9z7XB5fDyU30+phlQ+P7uWMW/6q5xMCCGEEP/cV+/kubMqJRFClHUy1CvlHu78OEEZfvB9wW237k7snlKHefPHqBushG1a/wkfJLYAd2+loE+kt/tmnu8zUNVcQoiSU75ceWaOC8Zj+WAGVv6diyj7jtbAidXpD3DQfxEhUbPJzslWNeeJ1NN8tHYrgx4aBCgHY0xPCGXBxGDZ91MIIYSwAl7NvW95vOvQfnWCCCHKPBnqlQGvvDGcZ75wgcNpSqFFNT7vmcZn61aoG6yEHD6wm5C1f0Gjl5RCtoFmqTOYGDJL3WBCCFV0f6Aj875+j9BuV4jjhLk+mOa8/mE6/V96nYPJiapky8y6xoSZUUx7LMxcC90SQviEkVSs4KRKJiGEEELcyr1azVsey0o9IURR5ebmcubCOea+/w7PBA6kao92OHVqiqZDAzQdGtDkue6Feh6NyWQyFebCXSfufo2wXrk5OQya8hz7lrYAV2XDdc2CX1lefRwdOnZTOZ3lpKdd4CX/8eg7rASNHZjy0f0xkE+jZ+PqXk3teKIInPafoFnNu18nRFF8HP8Nv01/jxnXvamIIwC55DPLfi+VR/ox/NV+2NmVzPtfJpOJodNDGdZ4LLUr1wZg9e+raeVbjccf7lwiGcqiXU7KG17tm7VXOYm4F9KfCiHUsPaduSyaNc78uGfnx4iNWqliIiGEtTp6IoUtv//Mhxu/4tSFc5y9eI7cvDzuNopzc3cj7WLaXZ9fhnpliOFyBq9E9ObCe93A0R6A8iM2s+75VdTzaHyXz7Y9uTk59Os/gEONloDWBQD73VNZE/oMTVu2VTmduBcy2BOWcPp8KpMnTGLo/so8xM1h/6+cZ0VrI+GzZ1K7Wg2L51jw4SoaX36Qjg06Kq9/4lf+qriDoL6yj15xOGSfBICD/jYnndfS0direQknEsVB+lMhhBq2bPyC8UNeMD/28X6A7TGfqZhICKGW3Nxczl48z6eb49i++3d+3vcnmVnXyMy6dl/PW7WqOxcuXLzrdTLUK2NOphylz9cDyFrwmFLIyaP6mz/w8YT1OFfWqZqtuE2fMoZvrg8CnZdSSP6U8GdM+PZ+Wd1g4p7JUE9YSn5+Pks+XMXlJZuYmNcGh4LdKa6SQ3D5vTw85S1e9u1tsdff+vvP/PntGQY8OACAs4azLDo0mxVTp8s+eoV0Y8Wdy/k7n0Do0eTBO37MoaZDsWcSlif9qRBCDRfOneGph+uYH9vZ2ZG385iKiYQQlpZ08jjf/fYTH8WvL9KKu3vl7ubOxTQZ6onb+P3nrQy9OA/TyIeUwqVM2gw7xDvhX+LgUDr+qPliXQyzfqoN9Z5UCpf28lrVLwiYEPbfnyismgz1hKUdSDrC7LFTCD3lQWMqm+uxnGBjdydmTpmKzrnyfzxD0R0/e4pZs9cw228OANdzrxPw/XBWzp2BU/nbrCor4w7ZJ91+tR1ALR0AHs5eRX5eGerZJulPhRBqyMnO5hGvcrfU8n9PkTfihLBhJpOJ1Ivn+e3AHr7YupEf//yNK9cy0RsNFn9tjUaDzkWHi7MLTzz6BL7dfPHt5kslj0p3/1wZ6pVNn61bQYR3AjxZcNvtoYs8u8iO4AmL1A1WDPb8sQP/eT9jaj1WKWSl0T51LMtWxGBvb69uOHFfZKgnSsL17OvMWBJJnXV/8TbNzPULXGNi5QO8HjGWbh06FstrZWZdY8DYYKIeX0I5B+WPgwmbxjNhXF88atctltewNfe74u5eyVDPNkl/KoRQi+8DNbl08Zz58Ym4HdSrUVvFREKIwrhsNPDVD5tY/+MWEk8d4+jJ4+Tn55Gbl2fR13Wwd8DR0ZHGDRvTzKsZb7z4Bh3adMDN1e3On1OI/lSGemXYzIjRfDk8F5pXVQrxSYzd9TAvvz5M3WD34dzZU7wyNJwrDxac7JufS7Xd/fl09WIquRTv6hpR8mSoJ0rST3/+xurxs5md0YLq3Dx5diWHOfZyE0JGjaGcttx/PMN/M5lMDJkWwogm46lVuZby3DtX4v1kTXo85HPf+a2dpVbc3SsZ6tkm6U+FEGrp81RbEv/aY34ct2AVT/sU7rRKIYTlmEwmzl44x86De/l8ywZ+2v07V65dLbEVd5WdK1PZpTK+3Xx5vOvjPNblMSpVrHRPK3kL059KB1uGjQuaR0rw8+xeXBHcncDPk3mJ39IgoQkP+fRQO16RZWVdY3jgBK60izHXtH9OYNmcSTLQE0IUWZd2D9HmqzUEh4fx2PcXeJYGAAygKcmfGBiQ8Drj5oXRunGz/36iO1jw4Sp6V3/FPND75cQv2Hsa6PHQi8X1JajqbivuHKhgkRV3QgghRElo0uLWod62P36RoZ4QJchwxciXW+OJ3b6FIyeSSTp1grwSXHHn6eFJ8ybNefPlN2nXqt1/rrizaB5VXlVYBQcHB6ImreWVkb05915X0NpjGvkQgQFhfFizLg0aNVE7YqGZTCZCJo3heMNZ4FCw8uPwSiKGdaOBZ1N1w4lidSgVWa0nLCJDrychIQGjwYCziws+Pj5U0elYPGseXzy2gZHTopl5zZtKONIIF9acaUPEa1PZPLQ7o/v6Y2dnV+jX2vxbAvnJlXnkgUcAOHv5LOsvfMzywba37+edVty5GFFW3NWqUKIr7oQQQoiSULV6rVsep1/WqxNElFp36k3LCpPJxJkLqfx+cD+fbYlj+54/uJJZcivuymnL4ebqRgfvDnR8oCMD+gzAxdnF6vbOlNtvBadPJPPqZ29xbXHB6rzcfKq9uZWPxn1DZZ2ruuEKac27USze3x5qdlEK535msFcCA4ePUzeYKHZyC64obgaDgcjIKOLj48nJzTHXtY6O+Pr6ERQUiLOzM6lpF5g8aRID/nSiEzXM1/3BRRa1SGdGxMxC7aWTcuYUEXPeZ5bvbACycrII2DycVXPDrfZgjF1OaSW+x11Jk9tvbZP0p0IItfy6/XuGv/GE+XGT+g05/MVWFROJ0qKwvWlpYbx6hc+3bOTbhC0cOp5McgmtuNOgoXz58ri7utPEswn9+/SndfPWNPG0nsVNsqeeKLQ/fvmBIakRmAIeVgrp12g19ADRM77CwdFR3XB38cuPmxgRkwLNBiuFq2foYpzO/IXLrW6KLu6fDPVEcTIYDPgPGkRSUhIAnm6e1K9SjxMZJ0i6lKzUPD2JiY7G2dkZk8nE8k/Wcj4qluA8bxxRVudlkkuIdg9tg9+gz5PP3vF3z9VrmQwcN+WWgzHGx49j0oQ3aVBL3YMxrG2Pu5ImQz3bJP2pEEItqadP0MungflxdTd3zm36Q71AolQoam9qKzIMek6cPcOiT95j884EjCW84s7d1Z12rdvR6aFO9H+1P5UqVsLBwfp7PxnqiSL58pNoZrb4AZ4u+KPtSBo95+USOnmZ1Q7HTh1P4pWApVx/IEop5GZR98BA1r33DhWcKqobTliEDPVEcZo6dRqxcbG4O7kxpUcIrWu1Mn9s39n9TN8cRlrmJXr36kVoaKj5Y4ePJzFjTDCTj9elGVXM9XhO8XVnB2ZOnY5rZd0tr2UymXg7NJhRzSdSy0W5ZSdmZwztn65D9weK5zTduykLK+7ulQz1bJP0p0IINXVocOvfSFk/H7mvQ7SEuNfe1BqYTCbitm9h++6dbNixjTMXzmO8dpW8Elpx5+bqRrPGzej3aj9aNWtF08a2vw2XDPVEkUXMDeSzwdehZTWlsPkYAb+057W+I9UNdhtXjAZefWsYqW1XgZ2ymtBp5zA+WTKOmnXqq5xOWEpxD/XK+l4VZVmGXs+Tfk+Sk5vDwt4Lb2mabth3dj+j1o9C6+jIho0bb/neyMnNYdbyhbiu2c1wWpjrl8higss+Xp415pZTbOevjaZFpg8P1XsIgB3Hd5Cs+4NRffoV+9d21Hjm9h8oAyvu7pUM9WyT9KdCCDV1aeFM5tUr5sdHv/oBz7oN7us5pTctu+63Ny2RjAY9J1LPsPjjNew+cpCUsycxZmaSl2/hwZ1Gg9ZRSzX3arRp2YbOD3dmQJ8BVHSqaBMr7u6VnH4rimxM4FyOBb/AroUVoWpF6NGQqMTv8PjBi46P+qkdzyw/P59xYwJIbT7fPNDTHFhA1ISXZKAnCqWs7VUh/i0hIYGc3Bw83Txv2zQBtKrZCk+3RiRdSiYhIYFePXuaP+bo4EjIiDH83GUXb40LZ+alZtSiIm6UJ9rwIGuGxTDh+S2EBoxn+56d2B1346EOykDvzOUzfHvxM5YNmXZP2e92siy1dDK4E0IIISysSYu27N653fz42JmT9zzUk95U3G9vWlxMJhPfbt/KT7t/49uEbZxNO4/x6lWLD+4AnCo4UUVXheZezXnzlTdp07wNTTybWO2dg9ZAhnriFvb29syftIY+I3txdo1yIi5DH2BM0Ew+rFMfD89makcEYFlUODudhkKFghWFp79njF852j/cVd1gwib8c6+KJrXd8Kim49j5DBLPphMbF8uhw4dsbq8KUTRGg7KPR/0q9e54jUYD9arUI+lSsvn6f+rYpj2tvlzLlIhwOm04xos0BOBNvDj+hZH+21/GxfNBZvtFAMrBGOG/TGXVnPC7Nih3WnF342RZj1q1wLnq3b5UIYQQQliAq3v1Wx4nnTrBEw8X/XmkNxVQfL1pYdxYcbfok/fYe+QQyadPcOVayay402g01KpRC++W3uYVd5UqVsLe3t6ir11ayVBP/EslZxeWDV3Nq4Fvcm2JciJudkQ3hrw1iI/HfI2uipuq+TZv+IL3DjSExu2VgiGZpyt/y0tvRKmaS9iOyMgokpKScHepwOy+PWjb6Ob9vLuTU5mwdjNJSUlERkZa3V4Vovg4u7gAcCLj5B2vMZngZMHHb1x/2+eqWIkFYbP4ptsmhoeuYGZmG1zQ0gBn1pR7EUMPf/O1IZuDiZgcSIXy5e++4o6yvc+dEEIIYc3q1Gt0y+Ntf/zC0BffKPLzSG8qoHh7U+VaExsStvHT7t+I3b6F1LQLJbbirkL5Cjg6OtKhTQe6dOyC76O+tGnRBkcrP4TTFsmeeuKOdu/czqATMzCNKdjAXZ9F87f3snLG1zhqtapkOnpoH29M+YTcduFKIecKXomDWbN6lWqZRMm7n331/r5XRczwXrc0TTfsTk5l4JJY1faqECUjQ6/nqSefJDunePctOX/pIhMnT+atP8rh4+yFYfAITM5K0/XZL+9xpb2BXo89fvMTaunwoIqsuFOZ7Klnm6Q/FUKoKe7zNUwd85b58VOduvHtwtVFeg7pTcUN99KbYgfHz55m8adr2Jt4iKRTJ7ialWn5wykKVtzVrlmbam7VeOrxp3j12VdpUK+BDO6KkeypJ+5L2wc7E3zyFaZ/8x080xR05flrhicz5oxg6uQVJX5fuz7jEsMnRZLbYZW5Vnn3aBa9O08GesVEr88gISEBg8GIi4szPj4+6HRV7v6JNuTGXhVNarvdtmkC8G5YE69ariSeTbfYXhVCfVV0Onx9/YiNi2X65jCm9AihVc1WaDTKu6D7U5UTxgD8/Pz+s4G+ZcWdFibMCSEgJATXZs9Su2Cg55CSzBub/mLalj38VKU2fV95U/YHEUIIIe7CmvvTNh063fJ42x+/FPk5pDcVN/xXb/rXpSTWHPiUdYe/4irZ5OeCaw9vi2dyquCEg4MDD3g/gM9DPvh195MVd1ZGhnriPz3zQj+ORh7i4wbnoE0NaOzGt6+m4PneAt7oF1BiOXJzcwkICORS64WgsQPAfs90FocNxr1ajRLLUVoZDAYioyKJj48nN+fmxryOjlp8/XwJCgwqNft33Nh7wqOa7o7XaDTgUb0KiWfT72uvCmH9AgMDOHT4EElJSYxaPwpPt0bUq1KPkxknSbqUDICnpyeBgYFA4fe427RtE4+79qJ2XeVU3Fz9JSp/sg67fDtmZ7djc9BXDIndyIzFS3F3cy+Rr1UIIYSwJbbQn/5zT72s7Dtvp3En0psKgOycbI6ePE6Wa3nOVMhmb2Yi369/jTveVlmo+y3v7nYr7l559hUa1m9Yqk+VLU3kv5K4q4BRs0ie8jK/R1aC6pWguwcLk7bRYJsXnbs9XSIZ5oVPZn/VCVBOpxRSvmLKKx40b92hRF6/NDMYDAwa5G/emJfKTcDZA4zHyLmcSFxsLIcPHSI6Okb1xqk43Nh7IuWC/o7XmEyQcj7jlutF6eTi4kJMdDSRkcofDfvqG9jHAZ5s24F69s1o3LgxHTt15BwGzhkLmu677HGXlJLEtyu+JfxxZZuAaznXGLBpCE9kXiUA5TaKHtSh/Q/XmdjpaXoum4Zfd+s5XVwIIYRQm630pxUrOWPv4EBebi6g7GFmuGLEpVLhM0lvWrYcOnaU9T99z2dbNnLhUhpn0y6Qb8qnkLui3bMbe9w94P0AnR7qxNM9nqZVs1ay4q4UkKGeuCt7e3vmTVpNn9G9OPNeZyjnAIPaM37sHN6v3YBGXi0s+vrffLKaz8/6QP2Ck3fTD/Bygz/o+Vy4RV+3rIiMilQapvLu8MBsqNr25gcv7obfJ5SqjXl9fHzQOjpy5Mwldien3vY2hz3HUkk8m47W0REfHx8VUgpL++eKuz6BA/nfkDc4cfIEGeXyKV+hPN1bP4GuiHvWXLl6hWnjp7Gg+wJzLWRLCMvee5fUC6m8OTCA8FRP6lCJKpRjhaEDH74eybhX45g6fQ5OTk7F8NUJIYQQts2W+tNGjVuQeGiv+fHvf+3jsQc7/cdn3Ep609IlOyebIyeO8cWWjfy8/09+P7iX69nXuXa96Ks4i+LvK+6qulal5xM9eemZl2jUoJGsuCvl5KAMUWipp0/wygevc3W5ciIuefm4vbWFjwO+ooqbZTZ43//nrwyI2EZ+m4lKISsd79OBrHg3Rn45FQO9PgO/J59UbmnoHHNrw3TDxd2wfSCOjlo2btxgFXuY3M9BGQBTp04jNi7WfMKYd8Oa5n3U9hxTThhLM1yjd69eqjeK4t6ocaqsyWRi8LDBjG08lurOyu04K35dwcMDH6bzw50BuJp5lWnB43jg4yRexdP8uae4QnDNJAavXMAD3g8Uay5ROHJQhm2S/lSI0sfW+tPAgc/w0+b15sfTBwcRPHBEkZ5DelPbc+R4Ml9sjefLrfFcyLjE2YvnyDeZLL7izsHBgXLacrRo2gK/bn48/bisuCvN5KAMUaxq1qnPoscj8J89lfwJncDejktLOjNi0Busmv4N2nLlivX1Lp4/y8iwVeQ/+K5SyM/Dff9oIt9bKAO9YpKQkKA0TJWb3L5hAnD3hspe5FxOJCEhgZ49e5Voxjs5lMo9D/b+vo/awCWxeNVyxaN6FVLOZ5B4Nh24dR81Yb0Ku8ddSZi7eC6vVH3FPND78diPVHykonmgB1DRqSJzIpey8emNDB46ldnGVugoR10qsSbVm6inx7Bl9OOMCZggv+eEEEKUSbbWnzZs3PyWod5F/aUiP4f0ptYnOyebw8eT+Xrbd+zY+we/HdxLdk42165nWfy17ezs0LnocHN1o9cTvXis82N079xdekNxW/JdIYqkTfuOTDnxOtO+3ADPNYPK5Tk8swlTZw4jfEp0sZ3keD0ri+Gjx2Fs+4655rh7MksjxuNSWf2VYqWFwWBU/oezx50v0miUj19OvHm9yjJb1cdp/70vz/jnPmqJZ9PNDZPW0RE/Pz8CAwNLxR6Ctk6NFXf3YuPmjTgfdqZDO2Wfz5MZJ/nu+ncs7L/wttc/+diTdPi5A2OGD+PVH7N5jNoABJhasj/qIAPj/QiOWYGnh+dtP18IIYQorWytP/Vq7n3L4x92/Vrk55DeVB0mk4mjJ1P4fMtGvtqmrLg7c6HkVtyVL1eeJo2a0Kp5Kwa+NpAmnk3QVdZZ9HVF6SNDPVFkvZ7rS9KCQ3zokQpta0IjV77ra8Br1TzeGjD2vp/fZDIxbcpYkhvMAMeKSjFxDTMHPWLx/fvKGheXgsbAmHLni0wm88fN15cCzs7OhIaGMnLUKBISEjAaDDi7uODj40OVIu6jJu6fNa24K6qjx46yKWYT03tMByAzO5NZf84iZnXMf77RUdWtKsvXfcKaj95jwqR3mJrdhvI40ApXVh6qTNijb1BvRn/6vz6w2N4wEUIIIaydrfWn9Rs2ueXxve6dJr2pZZhMJo6eSuH3A3v5dPO3/H5wH1euZWLMvGLx17azs6OyS2XcXd3NK+4e6/IY9vb2Fn9tUXbInnrinuTn5zNyyiv8Oq8+1KikFFftZr6pP1179L6v5/5w1RKidjWH2t2VwoWdDPTYzOBRk+4ztfgnvT6DJ598ipycbJvYs+Tv7ndfPVHydjmlWf2Ku6IyXjEytN9QFvZYiKO9spfJmPgxTFk0hTq16hT6eY6dOEbYwMGMPehKG9zM9R84y/udHZi+dCnV3KsVe35xk+ypZ5ukPxWi9LG1/tRkMvGAh90ttbydx7Czs7vDZ4jiduPU4bXffkH8Lz9x5MQxTp0/S25eHvn5+RZ97Rsr7rwaedG6eWsGvTGIxg0by4o7USxkTz1hMXZ2dsyZtIrXRvfi1Hs+UN4B+rdlwoRI1tZuQONmre/peXfu2MKCLSZoUTDQy0ylY040g0a889+fKO6JTlcFXz9f4mJj4fcJyuli7t6Yd+ZN26PUAT8/P6sZ6Anr9V+DuzbOHlALq11xV1T5+fkEjQ1iaqep5oHesl+W8cbYN4o00ANoWL8hK+M3ErlwDt/N30CQqRV2aHiUWrTdns2kjr14fHEwPX2tY09LIYQQwlJsrT/VaDSUr+BE1rVMc+3U+bPUr1m0XkD8t7+vuPvk+zh2HTqAIfMKVzKvWvy1b6y4q+pWlZ6P9+Sxzo/Ro2sP84mzQqhJVuqJ+3LuzEleea8PV959XCnkm9C99T2fjPwSt6rVi/Rcp08e49VRUVx7YLFSyLtO7X0D+Oi9FThVrFTMycUNBoOBQYP8SUpKUgqVvZQ9SowpcDkRUDbmjY6Osap9PGSlnnpK44q7exGxIIKH9A/Rvk57AH5I/oEzXmcY3G/wfT3vn/v+ZMmAUUw/40F9bv7MfUoyO15owLRZ86gkvxOLnazUs03SnwpROtlaf/rS4y04dvQv8+P4xWvwfaSriolsU35+PsarV1jz7Rd8/+t2/jqezOmSWnFn70D5CuXxauhFq2ateLvv23h6eFJFFjUIFRWmP5Whnrgven0GH70fwyrdJkzBBSc8Gq7j5b+L96avL/SJuJlXr/DqW4M503ol2CufU+H3EXy0MIA69RpaKr4oYDQazRvz5uRkm+uOjlqr3ZhXhnqW9V+DO49aBRtXl5IVd/diw/cbOPX1Kfq07QPAiYwTRF+IZsGcBcXyju21a9eYFjqB1h/8RV+8zPUzXGVS9UQGRs/nkQ6P3PfriJtkqGebpD8V/6TXZ5CQkIDBYMTFxRkfHx/VV3KJe2NL/em4IS+wdeMX5sdLx09n6ItvqJjIet04nOKPv/bz0ab1/HnkAIYrRq78baWjpdjb2ePo6EidWnVo27It3Tt35/UXXqdcuXKy4k5YJRnqCYsxGAxERin/yObm5MD1dFj5ALxYcJBFSgY9wi4zK3TVXX9B5ufnEzByMDt008BJmdJoDi5h6dBmPNjpMUt/KeJvbKkRlqHe/Ttkn4SDvsIdP15WVtwV1ZGkI6wIXkFYjzBAORgjKCGImFUxlC9fvlhf6/sfvuerIcHMutwSN24+92IOcml4V8aPDcbR0bFYX7OskqGebZL+VNzwr960gKOjFl8/X4ICg6xmACSKxhb60yURE3lv+Wzz4+e7P8nnc5armEhd+fn5XMm8yur1n7Hl9x0cPHaU0xdSyc3NI99k2RV3GjRUqlSJKroqtGvVjr4v9aV1i9bUq11PBnfC5shQT1jEv5bDe7mDhw5+/RM+7g4dain17ScYEu/FgEET/vP5ViycSUxKD6hWMEA4u43RbQ/w+oARlvsiRKkgg727+89bZWvp8KBKmV5xV1QGo4Fh/Yax8PGbB2MEbQoidFEotWvWtshrXkq/xJSAETz//RV8qWuu/0UG4Y1TmbRyBU08m/zHM4jCkKGebZL+VMB/9KbHMuDoJcC6btUUpU/c52uYOuYt8+OenR8jNmqleoFKyIX0NI6cOMbST9eSsPd3LhtLbsWdg6MDdWvVxbuFN491eYzXX3i92N9cFUJtMtQTFjF12lRl41p3J5jVA9oWTFXy82FUNKzoBrUKGqbVu5mb8ybdfP932+fatukbxn6kB683lYLxOE/kzid8ziJ5J0XclQz1FIfslT9i7rTqTlbcFY/8/HzeHvI2E5tNpGolZRC65OcldBnchU4PdrLoa5tMJj787AMOjl9K2PU2VCg45yqHfKY77KXa1Nd5u98Q+b15H2SoZ5ukPxXwH70pwO5UmLgZ0jLp1as3oaGh6gUVpdap40n879HG5sd1q9fi5Lc/q5ioeJhMJnLzcvlm2ya27fqN+F9/5JI+A+PVK+QXboxwX1ycXajsUpkObTrw+ouv06ZFG1lxJ8oUGeqJYqfXZ+D35JPKbQ3RvW9tmgAyr8PEaPioN1RQVrE4TP6BNZ2iaNLC+5ZLkxMP8vqEteR0iFAKOVdpdPht1q6OoZy8yyIKoawN9Y4az9z+A7LirkTMipxFJ2Mn2tZuC8C2pG2ca3aOQW8OKrEMJ06fYJr/YEbtdaY9N/97J3COlY/kEbZsOTWrl6EfimIkQz3bJP2puGtvCspgz389jo5aNm7cYHW3bgrbl3HpIo+3r2Z+bGdnR97OYyomKpoL6WkcPp7M8s8/4OCxoxw7c5Ks61nkWfhwCnt7exwcHKhfpz6tmrWiR5cevPb8a1SocOftYYQoSwrTn0oHK4okISFBaZq83G/fNDmVg/F9YMDHsE5ZnZc7vStD+w/nk2Gf416tBgCX9ekMGx9BTvvV5k913h3AknfmyEBPlFl3W3EHsupOLbHxsbglu9G2rTLQS0lPYZtpG5F9I0s0R/069YmOi2PRsii+j/iasfmtsMcOH2rQ5pdsJnV6li4Lx/O/p58r0VxCCKGWu/amAN41oLEbOUcvkZCQQM+evUo2pCj1dK7utzzOz88nNzcXBwfr+HPbZDKRk5vD+h+/54ddv7Hx5x+4dLmEV9w5V6aDdwdef+F12rSUFXdCFBfr+C0jbIbBYFT+h4fuzhfVcoX0qhCyDcK6gZ2Gy0u6Mrz/G6yZHou9gwNBgYGktVoAdvYA2O2dxaKQ/lStXsviX4MQarvTijsHKignyzohq+6syOGjh9n23jam9ZgGwNXsq8zdM5eY1TGqNKP29vYEjBjD3u6P89aA4Uw72YCGuOCMlsWZHfjSP4bRvb8lbG4ULs4uJZ5PCCFKUqF6U40GPKrA0Us3rxeiGGk0GryatSHx0F5zbefBvXRs075Ec1xIT+NQShIrvviQv44dJfn0CbKys8nLz7Po69rZ2WGnsaNenXq0adkG30d9efV/r+Lk5GTR1xVCyFBPFJGLS8FeeSn6O19kMoFBAwtOQrP98GorqKQlaW5LgkMGUa1cXfa4joHyrsr1J2KZ/FwNWrV72OL5hSgJsuKu9LhsuEz4xHAWPb7IXJuydQoRSyIoV66cismgTYs2LP/he2ZMD6bx6t0MoCkAz+FBx/WZBP3sy5vRc/F5yEfVnEIIYUmF7k1TMm69XpRKubm55OdZdoB1J/b/WJW3P+lwsQ/1TCYT2TnZxG3fyrY/fmHDjm2kG/QYrl6hkLtq3ZeKThUppy3HIx0eoWvHrjzV4yk8PTyxt7e3+GsLIW5PhnqiSHx8fHB01JKTmKbsT3K72xz2nIOjl3CsVJ0Xf/FkXaMz8GBtqK9j29tGCG8LdVoq12Yc4rmaCTzzckTJfiGi1DiUimr76smKu9ItPz+foDFBhHUOw8Fe+edy8Y7F9Bvfj1o1rGNVcfny5ZkRPo9tT25j4NsTmZXRnKpUoAZOrE5rx4r/TWHz248waeJUtFqt2nGFEKLYFak3ddTi4+NDXl4ex5MPc/16VskHvousa5lsWv8RWZlX1Y7yL9evX2P/n7+Sn59XIgOkorp08ZxV5dr0y0+8/fxr9/S5FzMu8dexo6z4Yh1/pRwl6dRxrpfEijuNHXZ2dtStXZca1Wvw/FPP8+xTz1K/bn2Lvq4Q4t7JQRmiyP51wph3DeW2BpNJaZr+dsJYSEgIQVNe56dZNaBOwW1gv7aG1c/C9cu0OjGK6OgYHBwdVf2axL1x2q/+L4aDldN4wcn97hfeA1lxV7aFzwunS2YXvGt5A7Dl6BYutbrEgNcHqBvsDjL0GUwJGkWvjRk8TT1z/Qh6pjc8w7hVy2ju1VzFhNZNDsqwTT8fsexQJj3tPAnbNpCTfd2ir3MvzqWeYv+un8m38Eb29yLzqpEzp1JKbMCSl5ur/P9BA9jbgd3ftkbIN0FePpiUWwTt7e3JyckukVxCTB00mhD/UbfdriM7J5sDxxL5/Ptvid2+hfTLlzl36UKJ7HH39xV3XR7pQs8netKwfkOr2QNQCKGQ02+FRRgMBgYN8icpSRl40NhN2ackJQOOXgLA09OT6OgYnJ2dOZy4gzFLAjn3sR9UsFM+58tuVApZyqLZg3CurFPnCxH3zcMys7R70j7z3sPc8VRZUFbcgay4K2O+2fANFzdc5GXvlwE4dukYa/VrmT9rvsrJ7u6Trz5mV9ACpme1piLKGya55DPTYR8uk19mqP9w7OzsVE5pfWSoZ5tkk3UhhLXr1bkHTRs04reDe9h9+AA5ublkWfiNghsr7urUqkPNGjV5/unn6e3XG496HhZ9XSFE8SrWod6hOMtP9Q5WTrP4a4jice1aFhs3bmTfvn3k5eWa6/b2DrRu3Zonn3ySChWUU2xzsrOZPHUeKS9PguFx5msr9dvAZ+HLqVqrRonnF6XMoVTgzoM9WXEniuLQ0UOsDFlJ6GOhAFy5foVxP49j5eqVNnML66kzpwgdPJhhu5x4iGrm+q+cZ8UD15m2YgW1a9ZWMaH1kaGebZKhnhDiduxU2uOtpPfzc6rgRPly5c0r7no90QuP+h6y4k6IUqJ4V+od2nXfgQpFrc2xxD3RZ+hJSEjAYDTi4uyMj48Puio688dNJhOhg6ax4cp4cGkET/4Ez25TPng1G49BCbwfvYryTncetghRKIdScTl/53c9ZcWdKIzLhsuM6D+ChY8vNO+jFxAfwPSl06lZ3bb+fcrPz2fpu4u4Gv4ZE/Ja44CyOu8qOQRX2MuDkUG8+MxLKqe0HjLUs00y1BP3Q6PR4Fylstox/uXGbcLNH/TGzt76VlZXcnGhx4s9sXewvsMRdG6uNG3fStUV6Qd/30O/h3sVy63xGo0Ge3t76tSsQ83qNXm+1/P0eqIXDes3LIakQghrV7xDPc7edyBR9nyydA1zN3SAOo8rhYt/wAtzoE8L5fGpy3QJP8H85YukMRf3zSVRj4ezl9oxhI3Kz8/H/21/prScgltFNwAW7lhIj+E9eLi97Z7OfeDwAeb1H0bo8bo05uYfr7GcYMPT7kyftwCdbIMgQz0b9c/TJi1BowEn50pUq219g307ezsqVXamQ7eOake5rUYtm1pttvJOFShfQd5UFpZx4UwqT9d9oND7Sjo6OFLRqSJNGjehXat2DB8wXPa4E0LIUE+oa9ePvzB40klMLQOUwrULPGgMpNUDNVnZXQ8P11Hqv55mwFYdQyYFqJZVlA4y1BP3Y/qc6XS/3p3WNVsD8H3i9+jb6On/Wn+Vk92/69evEz4zlPrRO3mbZub6Ba4x0fUv+rwbQdeOXVVMqD4Z6tkm6U+FENaqs7MX167cPMVYo9HgqnOlVvVa/K/n/+j8UGce7fSoegGFEFZPhnpCNaknTvPyc++R2WGZUsjPoeb+N/nou1AqOldi7NDR/DCxLtQrWDWybj8zHR7jiZeeUS+0sHky1BP36qtvvyIjPoMX27wIQPKlZD4wfMC88HkqJyte23/dzvv+45h1qSnVcTLXYzhMUv92TJkyg3LlyqmYUD0y1LNN0p8KIaxVFxcvMo03h3qJvybKQRVCiCIpTH9qfZs0CJuXlXmNoa9Fkukdaa6V+3MsS98fSiUXZzQaDTMiZ9No0p9wJVu5oE8rpvz1OQd/36NOaCFEmfVX4l/8/OHP5oGe8bqRyP2RzAydqXKy4tf54c7M3RFPWG8N33DcXB9IU/xXnePtR3uw/9B+9QIKIYQQQgghCk2GeqJYmUwmJg2YzqkG88FBOf2WQ+8wb+aD1Gt8c0PX8hUqsHTeAiqP3gb5ymLRvKldGP7uDC6cSVUjuhCiDNJf1hMxOYLJj04216Zsm8KcyDk2c9JtUVV2qczCFau4/m5/Rjr9wRVyAGiEC2tOtGTj40NYuDSyWDb4FkIIIYQQQliODPVEsVo1ewU/ZQ6CirWVQup2hvc6xyO+j/7rWvca1Vg2fCoOoT+aa8aF3Rk6LoCszGsllFhYC32GnrjYONat+4i42Dj0GXq1I4lSLi8vj8CgQMI6h2Fvp5zgF5UQxduT36ZGtRoqp7O853o+z5iErxj+0Hl+5hwA9tgxKb8NXcN/ZWDPnpw8fVLllEIIIYR6pD8VQlg72VNPFJvtcZsJmJsDTQcohSsn6a6ZSsT70//zZNttX29k7OU4eNNbKZwx4DPtGJErFqt6HL0oGQaDkcjISOLj48nNyTHXHbVafH19CQoKxNnZuVDPJXvqiaKYNnsaj+c8TquarQDYdGQTV9pd4a1X31I3WAkzmUysWLmMtLAPCc5tg2PB+32Z5BJSfi+t547g1ef6lPoTymVPPdsk/akQwhKKoz+VPfWEEPdL9tQTJeb4kSTGh+69OdDLvUaDk2MJi5581z8Euz37JEMuNIOEghUhtV1I8K/KsvD5Fk4t1GYwGBnk709cbCy5OTl41XHDt10jGtd2JSc7m7jYWPwH+mM0GtWOKkqZL+O+pP7Z+uaBXlJaEjvL7SxzAz1QTuMbMnAYL25ZRT/PwxxGD4ATDszLak+1EZ8wot8bpGekqxtUCCGEKAHSnwohbIkM9cR9M+ovM7TvCrLbRZhrFXePYsm6MZSvUKFQz9F/zDAe++gKHNcrhQdq816TM2xY96UFEgtrERkZSVJSEu6VnYge0Zt1Y14gvG8PPhr7ItEjeuNe2YmkpCQiI6PUjipKkQOHD/Dbut94vvXzgHIwRtTBKMJDw1VOpq6mjZvy7uZNfDS0IUs5aK77UZfw78oR3Okptvy0RcWEQgghhOVJfyqEsCUy1BP3JS8vjzF9p3Oh6SKwU5aGavbPY+Gip6hRt3ahn0ej0TA9cjaNp+wF43Wl+FILph77mgO//WmJ6EJl+gw98fHxAMzq24O2jWre8vG2jWoyq28PAOLj42UPE1EsMvQZzAmew8RHJ5prwVuDmRs5F0dHRxWTWQetVsuU4Om0+mYm/art5izKbUNulOddfXtSX5nFpAkBXLsm+54KIYQofaQ/FULYGhnqifuyOHgBuxzHQXl3pXByIxPeAm+fB4v8XNpy5Vg6fwG6UT+YT8TND+7M8FUzOXfqTPGFFlYhISHBfEvDPxumG7wb1jDf6pCQkFDCCUVpk5eXR2BgIDO6zDAfjDF/+3yGhgyletXqKqe7Sa/XExcXx7p164iLi0Ov15d4ho4PdCQyYROzntPyOcfM9bdowtC1lxja9Ql2799d4rmEEEIIS5L+VIjbs4b+VNye7Aot7tmmj7/hg98fgkbeSkGfSO8G63l+0JR7fk7Xau4sHx3GG8EzyJ3ZDYArC7ozxD+QD1eswqlSxWJILqyBoWAfEo9qujteo9Fo8KhehaNn0s3XC3GvpkdM5+2Gb1PFqQoAGw9vpOFTDenQpoPKyRTGv23KnfO3Tbm1BZtyBxbh0Jji4FzJmagl7/LNU18zbNQsZl1tjQtaGuDMmtOtmP/kSLaM6UnAiDHY29uXWC4hhBDCUqQ/FeJW1tafin+TlXrinhzefYCQyFRo9JJSyDbQLD2EiQvH3/dzN27dnNkPvwmrC1aBVHDk1NyHGDd6DPn5+ff9/MI6uBT88k+5oL/jNSaTiZTzGbdcLwpH3k271efrP6fh+Ya0qNECgMSLieyqsIu+L/dVOZnCaDDi7+9PbGwsOTk5eLp70t2zO43cG5GdnU2siptyP/PUs0z6eT2jOl3iJ1IBsEPD2PzW+M75k4FPPkXKyZQSzyWEEEIUN+lPLUd6U9tjzf2puElW6okiS7+QxnD/D8lrt1opmPLR7R/Jwg2TcNRqi+U1Hu3ty9DIYyz76QR0qQ81nfl1aE0WTYtg9LSJd38CYfV8fHxw1GpJPH2J3cmpt73FYc+xcxw9k46jVouPj48KKW2PvJv2b/v+2seuT3YxqdskAIxZRhYeWsjKlStVTnbTjU253Sq6EdIjhNa1Wps/tu/sPsI2h5GUlERUZBQhoSElnq961eq8++kXxKx9l++mvEdIbhu02NMWd6IP6JjapQ+NZ71N31fevOuJ50IIIYS1smR/euz4MTzqeRRnXJsgvantsvb+VChkpZ4oktycHEa9NhN9q8WgUb597PdMY0l0H1yruRfra/ULGMwTn2fBMeWdMNrV5INWF4h9/7NifR2hDl0VHb6+vgBMXLuZ3cmpmEzKXoomk4ndyalMXLsZAD8/P3RVdGpFtRn/fDfNq44bvu0a4VXbtcy+m5aekc78KfOZ0HWCuTZ522TmRc6zmoMx9Pqbm3L/s2ECaF2rNSE9lEYpPj5etXe2NRoN/m++TZ9ta+jX5CgHSAegPA7Mzm5H/aCvGPr6q6RdSlMlnxBCCHG/irM//eebXJu2bbJMaCsmvantspX+VMhKPVFEs0ZFcMg1DLQuSiH5U6YF1KBp25bF/loajYapc8M5MXAgR5Y+BC7l4IXmTJ8ZR/1fPGj9iHXsgyXuXWBgIIcPHSIpKQn/xetpXNsVj+pVSDmfwdEzysDA09OTwMAAlZPahhvvprlXdio4sa2G+WO7k88xce3mMvVuWl5eHkFBQcx4dAZ2dsqbEPN+msfw0OFUc6+mcrqbEhISzLc0/LNhuqFVzVY0cm9EcloyCQkJ9OzZs4RT3uTVyIuV329i7vyZbFm0hVEm5fd/D+rQftt1JnR6ml7LpuHX3U+1jEIIIcS9Kq7+tFJlF64arpgfX8++btHc1kh6U9tla/1pWSYr9UShffHuOr5J6QU6L6VwaS+vdfgNv1efsdhrasuVY0nkAlxH/gB5yn56+ZN8GLE2gtQTpy32uqJkuLg4Ex0TTa/evXHUajl6Jp3v/kw239LQq3dvomOiZUl+Ifz93bR/Nk0AbRvVYFbfHkDZeTdt2uxpDGk0BF0FHQDfHvqWxr0a0751e3WD/YPBYACgnq7eHa/RaDTU19W/5Xo1OTg4MHF8CB1i5/BmzT2cRvmjpQrleMfQgcuvRzIuaDiZmZkqJxVCCCGKprj60/pNGpVQYuskvalts8X+tKySlXqiUPbs+J3Zq03Q+kmlkJVG++wIRoZHWPy1q1R1Y9mYGfSdPI3s2d0BuBrVnSEDg/hw+UoqOleyeAZhOc7OzoSGhjBq5EgSEhIwGI24ODvj4+Mjt9wWwY1307zquP2rabrBu2ENvGq7kngmvdS/m/bp15/iddGLZi2bAcrBGPuc9zHzxZkqJ/s3Fxdl5fNJ/ck7XmMymTihP3HL9dbgoXYP0XL7d0ydPI4HP0niVTwBeI3GdP7IyPAfHmfIygU84P2AykmFEEKIwpP+9P5Jb2rbbLk/LWtkpZ64q3OnzjB65AZMrccqhfxcqh0eyfz3Q7C3ty+RDJ4tmxLRZQBE71IK5R04Pe9hxo4OIi8vr0QyCMvSVdHRs1dP+vR5lZ69ekrDVEQ33h3zqKa74zUaDTSoXuWW60ujvQf3suezPTzTUllFbMgysOjwIsKCw1ROdns+Pj5otVqS0pLYd3bfba/Zn7qf5LRktFZ4aExFp4rMjVpKxbWjGOL8B3qU24vqUYn3Utvwy9NBzJ47g9zcXJWTCiGEEEUj/em9k97Uttl6f1qWyFBP/Kesa9cY3mceV7wXmGva3RNYtmYwlSqX7DS+81M9GJnZDralKIUaldg5og4Lplp+taAQ1u7Gu2MpF/R3vMZkguPnM265vrS5lH6JyJBIxncdD0B+fr75YAwHB+tcnK7T3dyUO2xzGPvO7rtlU+4bp4tBwabcOp1aUf/TUz2eIuTnOMZ0NbCVMwDYoSHQ1IreUQcY6OtH8vFklVMKIYQQoiRIb2rbSkt/WhZY5184wiqYTCZCBs3geL254FBBKR5eScTU1jRo6qlKpjdG+pMUMIENddPB0xW8a/DR8cM0fu9jer/1iiqZhLAGN95NSzx9id3J5257m8OeY+dIPJNeat9Ny83N/ffBGNvnMTJ0JFXdqqqc7r8FBgZyqGBT7lHfjKKReyPq6+pzQn+C5DRlEObp6UmAlR8aU9WtKsvXfcJ761bz3eR3mZrdhvI40Bo3Vh7SEdb1derN6E//1wf+61RAIYQQQpQe0pvavtLSn5Z2slJP3NHa+TFsvdwPKhVsjnnuZwb7ptC5Zw/VMmk0GqbMmU7zsL9An6UUn23K9Avx7EnYqVouIUDZEDguLo5169YRFxdXohv+/v3dtIlrN7M7+RwFb6ZhMt08YQxK77tp02ZNY1jjYeaDMeL+iqPZs81o17qdusEKwblgU+7evXuj1WpJTktma9JW8y0NvW3o0BiNRkO/1/rT/8d1DGxxjL1cAqAc9oTntKPJ+A0MfuUlLqRdUDmpEEIIUfqp1Z9Kb2r7SlN/WpppTDfWUN7FLs5aOouwIr9s+oER4QZoNlgpXD1Dl7zJzF8XbhWrK/SX0nkl6G3SYnqAgzKbdhr2HR+NmU9tjzuf0CNKN5dEPR7OXiX+ukaDkcjISOLj48nJyTHXtVotvr6+BAYFlsg/dkaDEX9/f5KSkgDwqu1Kg+pVOH4+g8Qz6YDyblpp/Mf3oy8+wpRgoleLXgAcvnCYr3O/JjwkXOVkRafX65VNuQ0GXFxclE25bbTRzcvLI3LhHBznbyDQ1Ao7lH8/LpPNxEr7eGJxMD19e6mcUuFQU25esEXSnwohrNXQx19h5+btNx/3G8rC8IUl9vrW0J+W5d60tClN/aktKUx/KkM98S+nklJ45eXPuN5hgVLIzaLukbdYt2kGFSo6qZrt71IOHeW1VSFkz1VOxOV6LrUGbmPd0pVUcpF/FMoiNYZ6/2pW6rjhUU1HikrNitFoJCoyivj4eLKzs811rVaLn58fAYEBpa5p2nNgD5/P/pzxjyr76F2+dpnJuyazMmal1e6jV9bs2reLpQNGMf1MQ+pz8/vvU5LZ8UIDps2aR6WK6p5kLkM92yT9qRDCWqk51LOm/rQs9qZCFBcZ6okiu2Iw8uoT00httQbsHAFw+mMon3z5FjXr11E53b/tiN/KqOOfwOAOSuHCVdqPP8CymHdK7GReYT3UGOpNmzqN2NhY3Cs7Matvj1v2C7lxW0Ha5Ux69+5NSGhIieUqK++mpV1KY8ygMSz0XYidnR35+fmM2jSKee/Ow93NXe144m8yMzMJmzqR1h/8RV9u/pye4SqTayQyMDqSh9s/rFo+GerZJulPhRDWSs2hnjX2p2WlNxWiOMlQTxRJfn4+w5+fwE7nSKhQDQDNgQWsmFmX9l0fUTndnX24JIaoZsnwWEOlsP88L32Uz7iZJTdAEdahpId6er2eJ/2eJCcnh+gRvW+7AfDu5HP4L16PVqtlw8YN0rwUo9zcXAYMHMDMDjNxKa+cmBbxQwQvTHgB75be6oYTd/TdD9/x9ZApzL7cElfKm+uLOED68EcZPzYYR0fHEs8lQz3bJP2pEMJaqTXUk/5UiNKjMP2pHJQhzJaFLmKnJsA80OP094zpc82qB3oAfYYNoOe3QKKyGTutqvPpIwa+XPmhqrkKQ5+hJy42jnXrPiIuNg59hl7tSKIIEhISyMnJwauO220bJgDvhjXwqu1KdnY2CQkJJZywdAudGcoIrxHmgd76g+tp9XwrGehZuScefYLpOzYw4bFrbOKUuT6Slry05Cj+j/tyJOmIigmFEKJsk/7Utkl/KkTZIm9LCwA2f/4t7+1oA43bKwVDMk/X/pyXhlr/ajeNRkNwRBjHB/pzYEE7qFIBejVh1rzN1P+xoVUOJQ1/27g2928b1zoWbFwbVEIHK4j7YzAYAPCoprvjNRoNNKhehcQz6ebrxf378PMPaalvSZPmTQA4dP4Qh1wPMeN/M1ROJgrDzdWNpWs/5MPPPmDs+KWEXW9DBRxoThVWJ1Zmevd+VJ/2BoPeGmwVhzMJIURZIP1p6SD9qRBli6zUExzd9xfBEceh8WtKIecKXucnE7xkos38MeXg6MjCqCiqjv4JcvMBMI3pyOjPozidfFzdcP9gMBgZ5O9PXGys0jA1cQO/RuDlSk52NnGxsfgP9MdoNKodVdyFi4uyQizlgv6O15hMcPx8xi3Xi/vz574/OfzNYXo27wmA/pqeZUeXMXXiVHWDiSLRaDS8/tIbDN7+CYNan+BP0gBwxI6w3La0mbwZ/xf+x7kL51ROKoQQpZ/0p6WH9KdClC0y1Cvj9JfSGT5gLbltp5trlfeOZNG6CThqtSomK7rKrlVYPmk25cZtNdeuze/OkKljuXLZet6BioyMVE6icneCmN6w7gUI7wEfvag8dnciKSmJyMgotaOKu/Dx8UGr1ZJ4+hK7k28/eNhz7ByJZ9LRarX4+PiUcMLS5+KliywOW8y4ruMAZS/Q4B+DmR85X066tVH169Qn5ttv2TLxAWbb7SUP5Y0ZH2qw+JeqRHR8hq83fKVySiGEKN2kPy09pD8VomyRoV4ZlpubS8Br4VxqsQg0yreC/Z7pLH7nRdxrVFM53b1p0MST+U8OQ7Nkp1LQ2pMa5UPAqAByc3PVDYeyR0l8fLzyYHYPaFvz1gva1lTqQHx8vOxhYuV0Oh2+vr4ATFy7md3J57hx9JDJdPN0MQA/Pz/ZhPg+5eTkMCZwDDMevXmLbcSPEQROC8TN1U3FZOJ+2dvbEzBiDI9vWspbdQ9wDOWNGGe0LM7sgN3AaEYPHYjBaD1v0AghRGkh/WnpIv2pEGWLDPXKsHlBc9jvEgLldEoh5SumDNfRvEMbVXPdr4cf78IY+46wKUkpuDuxe2xD5k2e/t+fWAISEhJu3tLwz4bpBu8a5lsdZONa6xcYGIinpydplzPxX7ye1+Z9zqS1W3ht3uf4L15P2uVMPD09CQgMUDuqzQuZEcLIpiPNB2N8feBr2r7UljYtbPt3lripTYs2LP/xe97tV52VHDbXn8OD4K/zCOrkS8Jv8ntRCCGKk/SnpY/0p0KUHTLUK6O+WfUJnx/xhSrNlEL6AV5u9QM933he3WDF5OUh/XhmsxYOK3s00aIan3e9xmfvrlU1l+HGPiQeujtfpNGAR5VbrxdWy9nFmeiYaHr37q3c6nAmne/+TDbf0tC7d2+iY6JlY+n79MFnH+B9xRuvql4AHDx3kKNVj/LiMy+qnEwUt/LlyzMjfB71Pg3Gv8ouLnINgBo4sTqtHYf+N4Wp0yaRnZ2tclIhhCgdpD8tfaQ/FaLskA2IyqD9v+4i/N0saNNLKWSl4505k4CI2eoGK2YTZ4WSMsCffVEVwbUCPNWYOQt+pMHWhjzQXZ29I1xu/MOZor/zRSYTpGTcer2was7OzoSEhjBy1EgSEhIwGAy4uLjg4+MjtzQUg137dpEUl0RQ5yAAMjIzeOfYO8REx6icTFhSN59ueO/YyJTAUfSKP8nT1ANgCM058s4J/L9/gvGrltHcq7nKSYUQwrZJf1o6SX8qRNkgK/XKmItnzzFy2Hry20xUCvl5uP81ksgPgkvdJvMODg4sWBBF9YDtkJMHgGn0wwSsX8zJo8dUyeTj46McQHLkEuxOvf1Fe85BYjqOsnGtzdHpdPTs2ZM+ffrQs2dPaZiKwYW0CywNW2oe6OXl5zHlpynMnz8fe3t7ldMJS6uiq8KSVWvJWNKHwPK7yETZG7UJOtYca8bXPfxZ8s4i8vPzVU4qhBC2S/rT0k36UyFKNxnqlSHXs7IY3icCY5sF5prj7kksfW8ALlV0xfpa+gw9cbFxrFv3EXGxcaptqOtSRcfy4AjKj91mrmXN7cbgsHEYVMikq3Jz41ombFYap1t2rk1V6hRsXFvM/12EsCU5OTkEBQTdcjDG7B9nM2b6GFyruKqYTJS0V557lRHbP2Nw+9Ps5AIADtgRkuvNw9N+YtD/nuFM6hmVUwohrJ219KfWRvpTIYSwXRqT6cZv7P+2i7OWziIsyGQyMbl/KN9dDwbnBkoxcQ1zR+XT7VnfYnsdg8FIZGQk8fHxyoa7BRy1Wnx9fQkKClRl74Y/tu1gyP7VmEY+pBQuZdI6cA/vxryLg6NjiWYxGIwM8vcnKangIA8vV2WPkpQMSEwHwNPTU/a5uAcuiXo8nL3UjiGKyfgp43m54ss0dm8MwJf7v6TiYxV5ofcLKicTasnPz2fJOwvJnPk5E/Ja41Dw3uRVcgiusJcHI4N48ZmX7um5HWqWrtXqZYX0p6IwrLU/tSbSnxa/oY+/ws7N228+7jeUheELVUwkhLA1helPZaVeGbFu0Xt8d7HPzYHehZ0M7Ha42Ad6g/z9iYuNVRomnRfU8QWdFznZ2cTFxuI/0B+jCpvrdujWiXHlu8DGo0rBzYl9Exoza1JYiWdxKdi4tlfv3sqtDonpsCnZfEtDL9m4VgjWfLyGDlkdzAO9A+cOkFI9RQZ6ZZydnR0jhwTQ8/t3eKvBXxzlMgAVcSTqWgcqDVnLCP+30F/WqxtUCGE1rLk/tSbSnwohhG2SlXplwM4t2xkWegFTixFKITOVjlnjWfDJTOzsim+uO3XqNOJiY6G8Ozw4C9zb3vxg2m7YORGy0ujVuzehoSHF9rpFMXN8KF++WQ6aV1UKm5IYk9yUV4b2UyWPPkOvbFxrNOLi7KxsXCu3NNwzWalXOvy+53c2RG0gsHMgAOmZ6UzbO43od6NlHz1hdv36dWbODKV+9E4G0cxcv8A1Jrr+RZ93I+jasWuhn09W6tkm6U/F3dhCf2ptpD8tHrJSTwhxvwrTn8pQr5Q7fewEr774Idc6LFEKedepffAtPvo+DKdKFYvtdfQZevyefFJ5B7RL9K0N0w1pu+Enfxy1WjZu2KBKc5Cbm8sQ/7fZPbc1uDsBoFm8k8VN3+Dhx7uUeB5RvGSoZ/vOXzzPxCETWeinNL15+XmM/G4kC2MWUkVXReV0whpt/3U77/uPY9alplTHyVyP4TDJA9oTHDydcuXK3fV5ZKhnm6Q/Ff/FVvpTUTrJUE8Icb/k9tsyLvPKVYa9vohrbeebaxV2B7H0w5HFOtADSEhIuHlLw+0aJgA3b/OtDgkJCcX6+oXl4OBA1IIoagTsgOyCE3FHPEjQhqUcP5KkSiYhhCI7O5uxgWOZ0e3mwRizfpjFuBnjZKAn7qjzw52ZuyOesF7wDcfN9YE0ZcDKs7z9aA/2H9qvXkAhhGpspT8VQggh7pUM9Uqp/Px8JvafzplGkWCvrFDQHFzC/DmdqdOwfrG/nuHGPiSVPO58kUYDlRrcer0KKlV2YcXUOVQYs9Vcuz63O0PDJ3A5PUO1XEKUdcFhwQS0CMC5nLJfz+f7PuehPg/RsmlLlZMJa1fZpTIL31lN1jv9GOX0B1dQNsL3pDJrTrRk4+NDWLg0kvz8fJWTCiFKki31p6L0S/hNhsZCiOInQ71S6t0ZS9mRMxycaiqFs9sY9YKeBx/rbJHXc7mxae6VlDtfZDLBleO3Xq+SOo0asOD5ADSRvygFBzsuLOjC6ICAW05FE7YnxZiodgRxD1avW81D2Q/h6e4JwP7U/ZyqfYrnej6ncjJhS57v9QJBCV8x/KHz/Mw5AOyxY1J+G7qE/8LAXj05efqkyimFECXF1vpTUbrY/WMf4KuZV1VKIoQozWSoVwpt+3oTMduaQrUHlYLxOE+4f8hroyx3GISPj49yUpY+Udmb5HYu7QF9Io5aLT4+PhbLUljtuz7CRF0PiCsYArlWYP+kJswYH0Iht5oUVsbgpVM7grgHv/35G6e+O8UTXk8AcOnqJWJOxDB5zGSVkwlbVKtGLaK//Jo/pnVjqsNuclBW5z1ANVbsrsuyLi+x7osP5fe8EGWALfanovTo0K3jLY/z8vNUSiKEKM1kqFfKJB88wqQZh8DrTaWQc5VGZ8YTunwSGo3GYq+rq6LD19dXebBzotI43fiDyWS6eboY4OfnZzWbED/Xvw8v/ewM+88rhSbuxD0F65atUjeYEGXEuQvneHfmuwT4BABKwxuSEELk/Eg56VbcM41Gw1D/4bywZRX9PA9zGD0ATjgwL6s9VUd8zPB+b5Chly0XhCjNbLU/FaVDjbq11I4ghCgD5PTbUuRyegYv+84izXsN2Cl/DDv/4c+nsUOoWquGxV/fYDAyyN+fpKSCAyd0XsoeJVeOK++QAp6enkTHRONsRbc35OXlMXTg2+yKaAnVCg4QWfY7ixq+Ske/buqGE0UmJ+DajuzsbAb2H0jEIxFUKlcJgLCtYfSb2o/mXs1VTidKi+zsbCLmTKfasu0Mo4W5nkYWE3UHeWFFOI91eUxOv7VR0p+Ku7HV/lTYvvh1XxH82nDz4wb1GnD016MqJhJC2Bo5/bYMyc3NJeiNcNKaLzIP9Oz2zmLR0t4lMtADcHFxJjomml69e9+81eH0d+ZbGnr17m2VDZO9vT3zF0ZRK+hnuJ6rFIc+wJjv3yHlkPzDK4SlTJo2iaBWQeaB3qd7P6XT651koCeKlVarZUrwdFp+HU6/ars5i7KnkTvlida3J/WVWUyaEKBySiGEpdhqfyqEEEIUhqzUKyXmjZnDxycGgmvBKZEn1jPlpWSe6f+yKnn0GXoSEhIwGI24ODvj4+Nj9bc0nEk5yavzg8hcouzrRW4+bgO+55PId9G5uaobThSarNSzDas+WEWV/VXo0bgHAHvP7uWH8j8QPC5Y5WSiNDNeMRIyIYiuX57iBRqa6ykY8DB9pGIyca+kPxVFYYv9qbBdslJPCHG/CrNST+41KQXi3v+Cj/d1AY+CgV7GIZ73+o5n+k9SLZOuio6evXqq9vr3orZHPRa9Mhb/ucsxje0IDnZcWtiVkSMDWBkTrby7K+6ZNNLihl93/crZLWd5sdOLAKRdTWP1qdVEvxOtcjJR2jlXciZqybt889TXDB81i5lXW+OCFg9c1I4mhCgBttifCsuS/lQIYetkqGfj/vpjL9OX6MF7hFK4rqeVIYyxH85WNZet8vZ5kClJxwj7+nd4tinoyvNXSHPCxgYTtiDCooeNlFYGg5HIyEji4+PJzckx1x21Wnx9fQkKCpRbXsqQ1POpxMyKIcovCoDcvFxCtoewZNUS7OxkRwhRMp556lke6vAwo4YNpd8O6EJNtSMJIYQoQdKfCiFKC/kLyoalnbvAiMGfkec9RSnk5+F2cCRRH07GwdFR3XA2rPdbr/DKH66w95xS8HRl47MOvL9IVhEV1Y3NqeNiY8nNycGrjhu+7RrRuLYrOdnZxMXG4j/QH6PRqHZUUQKys7MZFziOGd1nmGvhP4QzadYkKrtUVjGZKItqVKvBu59+wcFZvkxx+FPtOEIIIUqI9KdCiNJEVurZqOzr1xnZZzaXW90cNDnsCWHJyr6y/1sxCJg2geRBQ/l9ZiWoXgm6ebAoaRce335P56cfVzuezYiMjCQpKQn3yk7M6tuDto1urobZnZzKxLWbSUpKIjIyitDQEBWTipIwMXQiY9uMpaJWOWX64z0f0/XNrjRr3EzlZKKs0mg0+L/5Nok+ctK5EEKUFdKfCiFKE1mpZ4NMJhMzhs8isXo4aAuWhSetY8b4BjRuLadGFgd7e3vmLZhP7aBfb56I69+e8T+tIunAYXXD2Qh9hp74+HiAfzVMAG0b1WRWX+WQhPj4ePQZ+pKOKEpQzPsxdDF1wcPVA4DdZ3ZzocEFevn1UjmZEODVSA7XEUKIskD6UyFEaSNDPRv06bK1bDj7Irg0UgoXd/FWxz30eOFpdYOVMhWdK7EifD4VA7aaa9kzH2XovGAyLl5SMZltSEhIMN/S8M+G6QbvhjXMtzokJCSUcEJRUn7+/WcubL1Ad8/uAFy8cpG1Z9cyMXCiyslEUej1euLi4li3bh1xcXHo9Xq1IwkhhBBFIv2pEKWH9KYKuf3Wxuz68RfmrSsPLQtuAc08z4OmKIZOk4MxLKFm/Tosen0c/rOXkj+hE9jbkb6wKyOGj2ZVTAzacuXUjmi1DAX7kHhU093xGo1Gg0f1Khw9k26+XpQuZ8+dZXXEaiL9IgHlYIzQhFCWrl4qB2PYCOPfNhPP+dtm4tqCzcQDZTNxIYQQNkL6UyFsn/Smt5K/qGxI6onTBARuwdQyQCnk51DzaABz1kyRP44tqE3HB5hS+2n48pBSqFyew1NbMnVsMCaTSd1wVsyl4BdpygX9Ha8xmUyknM+45XpRely/fp3xQeOZ3n26uTZ923SCZwfj4uyiYjJRWEaDEX9/f2JjY8nJycHT3ZPunt1p5N6I7OxsYmUzcSGEEDZE+lMhbJv0pv8mkyAbkZV5jaGvRZLpHWmulftzLEvfH0olF/nHxtJ6vfEir++tCrtTlUIjV757XsuaqHfUDWbFfHx8cNRqSTx9id3Jqbe9Zs+xcxw9k46jVouPj08JJxSWZDKZmDBlAuPajDMfjLFu9zq69+tOE88mKqcThXVjM3G3im4sfGYh0S9GM+XxKcS8GMPCZxbiVtGNpKQkoiKj1I4qhBBC3JX0p0LYNulN/02GejbAZDIxacB0TjWYDw7lleKhFcyb+SD1GjdUN1wZMjJ0PA8vTYXUgql/1wYs0e3jx9hN6gazUroqOnx9fQGYuHYzu5NTzSsbTSaT+XQxAD8/P3RVdGpFFRYQvTaabnbdaODaAIA/z/xJeqN0evr2VDeYKDS9/uZm4iE9Qmhdq/UtH29dqzUhPZRTAePj48vsPiZCCCFsh/SnQtgu6U1vT/bUswGrZq/gp8xBUKO2UkjdzvBe53nEt7e6wcoYOzs75iyYx2uD+3MquitUcIT+bZkwcQ1r69eVk4dvIzAwkMOHDpGUlIT/4vU0ru2KR/UqpJzP4OiZdAA8PT0JDAxQOakoTjt27iD9x3Re7fgqABeuXODD1A9ZMWWFyslEUSQkJJhva/hn03RDq5qtaOTeiOS0ZBISEujZU4a2QgghrJv0p0LYJulNb09W6lm57XGbWR7fAGp0VApXTtLdZTVvjhmoaq6yyqlSRZbPiqTS6Jsn4uaEP8qQqBAunb+oYjLr5OLiTHRMNL1698ZRq+XomXS++zPZfEtDr969iY6JLlMbmZZ2Z1LPsGbOGoZ1HAZATl4OU3dMZd7cebL3p40xGAwA1NPVu+M1Go2G+rr6t1wvhBBCWDPpT4WwTdKb3p6s1LNix48kMT50L3SYrxRyr9Hg5FjCvpuJRqNRN1wZVqNubZb0n0T/8IXkT/YBOw36RY8yYkgAq2NiKFe+vNoRrYqzszOhoSGMGjmShIQEDEYjLs7O+Pj4yC0NpUxWVhbjg8Yzv/t8c236tulMmT1FDsawQS4uyn+zk/qTd7zGZDJxQn/iluuFEEIIayf9qRC2R3rT25OhnpUy6i8ztO8KstutNdcq7h7Fkm/GUL5CBRWTCYCWD7Vj6rFnCfn0R3ipBTiXI3F6a0KCJjJ7SaQMXW9DV0VHz16lf/lzWXXjYIwJbSfgpHUC4MM/P+TxAY/j1chL5XTiXvj4+KDVaklKS2Lf2X23vc1hf+p+ktOS0cpm4kIIIWyQ9KdC2A7pTW9P7oWyQnl5eYzpO50LTReBnTJ31eyfx8JFT1Gjbm2V04kbnnr1f7x1pDb8cVYpeFRhy6uVWDVvqbrBhFDBO++9Qw/HHtSvoix333V6F5e9LvPU40+pnEzcK53u5mbiYZvD2Hd23y2bie87u4+wzWFAwWbiOp1aUYUQQgghRCknventyUo9K7Ro8gJ2acdDeXelcHIjE94Cb58HVc0l/m3o5CCODhnBjlrOUMsZfOqxPHkPHl9toPv/ZJghyoaE3xIwJBjo+khXQDkY46MLH7E8ZLnKycT9CgwM5FDBZuKjvhlFI/dG1NfV54T+BMlpyYCymXiAbCYuhBBCCCEsTHrTf5OVelZm08ff8OEfD4FbG6WgT6R3g/U8P6iPusHEbdnZ2RERNY/643bCtRyl+KY3k3Z9wOHdB9QNJ0QJOHXmFO/PfZ8hjwwB/nYwxhw5GKM0cC7YTLx3795otVqS05LZmrTVfFtDb9lMXAghhBBClBDpTf9NY7qxXvEudnHW0lnKvMO7D/Dm2wnktVWWjJJtoNnpQaz6djaOWq264cR/On/6LK9MH4XxnSeUQr6Jyv6b+CR8Oe41qqkbroxxSdTj4Sx7uJWErKws/Pv7M7/zfCo4Knt9Bn8fzPBZw2ncsLHK6URx0+v1ymbiBgMuLi7KZuKl6LYGh5py84Itkv5UCGGt4td9RfBrw82PG9RrwNFfj6qYSIjSpbT3plC4/lQ6WCuRfiGN4f4fktdutVIw5aPbP5KFGybJQM8GVK9TiyUDJ9M/LJK8kM5gp+Hywu4MGzyaNdEr5XATUSr8/R9OZ2dnNny/gYntJpoHeu/vep8nBz0pA71SSqfT0bOnbCYuhBBCCOtRFgY74vakN1XIUM8K5ObkMOq1mehbvQsa5XY1+z1TWRLdB9dq7iqnE4XV4gFvpqc8z6SPtsCrraCSluTwtgQHTGDu8gVyIq6wWUaDkcjISOLj48nJUW4zz8jMYNH/FlFXVxeAP079wdXmV/F7zE/NqEIIIYQQogy4XX8KoNVq8fX1JTAosEzdginKLtnwyArMGhXBIdcw0LooheRPmRZQk6ZtW6obTBTZEy89Q/9jDWDnGaVQX8cPfSvzbsQiVXMJca+MBiP+/v7ExsaSk5ODVx03mtV34e1H3qZLwy4AnDOe44NzHzBm+BiV0wohhBBCiNLudv2pb7tGeNV2JTs7m9jYWPwH+mM0GtWOKoTFyVBPZV+8u45vUnqBrmAPsEt7ea3Db/i9+oy6wcQ9GzIpgC6rLsFpg1LoWJfo2kfZ/EWcusGEuAeRkZEkJSXhXtmJ6BG9mf1WNyrhwZCOysEY2bnZDPpsEDWr1pTVqEIIIYQQd5B6PlXtCKXGP/vTdWOeJ7zvY6wb+wLRI3rjXtmJpKQkoiKj1I4qhMXJUE9Fe3b8zuzVJqj3pFLISqN9dgQjw0ermkvcH41Gw8yoOXhM2AVXs5XiG22YvPcjDv+5X91wQhSBXq8nPj4egFl9e9C0riuT3ktg2uOzzNeEfh9M2tU0tm7Zil6vVympEEIIIYR1qVCp4i2Pr1+/rlKS0uWf/WnbRjVu+XjbRjWY1bcHAPHx8dKfilJPhnoqOXfqDKNHbsDUeqxSyM+l2uGRzH8/BHt7e3XDiftWvkIFls2JxGX0NnMtL+xRhi6fxsWz51RMJkThJSQkmG9p8G5YnXHvbWRy57nmgzHW/rGGXo+Wo1X9mmRnZ5OQkKByYiGEEEII6/BgDx+1I5RKf+9P/znQu8G7YQ3zrbjSn4rSToZ6Ksi6do3hr83nivcCc027ewLL1gymUmUX9YKJYlW1Vg2WDQnFPvRHc82woBtDxwaQlXlNxWRCFI7BoNxC7lFNx9L47TxVbzh1dHUA2HlyJ1nOCfh6N6dB9Sq3XC+EEEIIUdZVcHJSO0Kp9Pf+9E40GqQ/FWWGDPVKmMlkIsR/BsfrzgEHZbULh1cSMbU1DZp6qhtOFLum7VoR3voV+GCfUqioJWV2eyYFjMVkMqkbToi7cHFR3mT4LSmF6xe88fFQ3nFONaTyWdI8Ant1w2SC4+czbrleCCGEEEIIS7jRb6Zc0N/xGulPRVkiQ70StnZ+DFsN/aBSPaVw7mcG+6bQuWcPdYMJi+nxfE/8T3vCL6eUQt3K/NTfjeUzZeNWYd18fHww2ZmoU7E5gx5+G1AOxgj7YQzz+z2FRqNhz7FzJJ5JR6vV4uMjt5kIIYQQQgjL8fHxQavVknj6EruTb7+tkfSnoixxUDtAWfLLph9YvL46NOuiFK6eoYvTuwyYGK5usDJIn6EnISEBg9GIi7MzPj4+6KroLPZ6g8aPJGloANtqX4Z6leGhOqw6tp9Gn3yN78vPWux1hbgf5cqVo1rlasx9eq65NnVzMGF9H8apXDl2J59j4trNAPj5+aHT6VRKWjh6fcHPvcGAi4uL8nNv5ZmFEEKUDSXdmwphq3Q6Hb6+vsTGxjJx7WZm9e2Bd8MaaDTKCr09x2ynP5XeVBQHjamQ9wDu4qyls5Rqp5JSeOXlz7jeYYFSyM2i7pG3WLdpBhUqyn4LJcVgMBIZGUl8fDy5OTnmuqNWi6+vL0FBgTg7O1vkta9nZdF3YH+SV3SCSloA7Kf9xKqngmjxgLdFXrMscknU4+HspXYMm2cymRgROILhdYZTu3JtAFbtXMU3R97nYa9GHD+fQeKZdAA8PT2Jjom22M/O/TL+7ec+528/99qCn/tAC/7cC9vhUFPe57RF0p8KW6dmbyosr4Om9i2Pc87m3OFKURRGgxF/f3+SkpIA8KrtSoPqVWymP5XeVBRWYfpTGeqVgCsGI68+MY3UVmvAzhEApz+G8smXb1Gzfh2V05UdBoORQX/75U8TN/DQwbEMSCyZX/5p5y7w8uShXI5+Auw0ADgP2sTHIYuoXqeWRV6zrJGhXvFY+O5CmpxsQqcGnQD49cSvDP1qKJXLVTZfo9Vq8fPzIyAwwGobj382fZ7untTT1eOE/gTJaclKzYqbPlFyZKhnm6Q/FbbMGnpTYVky1LMco9FIVGQU8fHxZGdnm+vW3p9KbyqKQoZ6ViA/P5/hz09gp3MkVKgGgObAAlbMrEv7ro+onK5smTp1GnGxseDuBLN7QNuaNz+4OxUmbIa0THr17k1oaIjFchzZc4A3v5hF7vRHlUJmDvUH/cQH76ySVZvFQIZ6929bwjb2rN3DwAcHAnDWcJaFKQsJDwtnx44dNnWLwLSp04iNjcWtohshPUJoXau1+WP7zu4jbHMYl65eonfv3oRY8OdeWD8Z6tkm6U+FLbOW3lRYjgz1LM/WbmGV3lQUhQz1rMCSKQt47+DLULW9Ujj9PWOf+oOXh72pbrAyRp+hx+/JJ5XbGmJ639o03bA7FQaux1GrZeOGDRbdx2Tb1xsZezkO3vRWCmcMdJqWTNSKJdjZyfk190OGevfn+KnjzA2cy2zf2QBcz73OqK2jePe9d6noVFHldEWj1+t50u9JcnJyWPjMwluaphv2nd3HqG9GodVq2bBxg1U3gcKyZKhnm6Q/FbbK2npTYRky1BN/J72pKKrC9KcyPbCgzZ9/y3s72twc6BmSebr257w0tK+6wcqghIQEpWlq4nb7pgnAuwZ4uZKTnU1CQoJF83R79kmGXGgGCSeVQm0XdgyqztIZ8yz6ukL8l8zMTILHBDPtsWnmWujWUGbMm2FzAz1Qfu5zcnLwdPe8bdME0KpmKxq5NyK7BH7uhRBCiBusrTcVQlie9KbCEmSoZyFH9/1FcMRxaPyaUsi5gtf5yQQvmYhGo1E1W1lkMBqV/+Ghu/NFGg14VLn1egvqP2YYj310BY7rlUKHWqxpepYN6760+GsL8U8mk4mxE8Yy5cEplHMoB8DKnSt5bvhzeNTzUDndvTEYDADU09W74zUajYb6uvq3XC+EEEJYmjX2pkIIy5LeVFiCDPUsQJ+WzrD+a8htO91cq7x3JIvWTcBRq1UxWdnlcmOT0RT9nS8ymSAl49brLUij0TA9cjaNp+wF43Wl+FILph77mgO//Wnx1xfi7xa9s4hnKj9DrcrKgS2/nPgFTTsNj3V5TOVk987FxQWAk/qTd7zGZDJxQn/iluuFEEIIS7PG3lQIYVnSmwpLkKFeMcvNzSXg9XDSWy4GjfL/Xvs901n8zou416imcrqyy8fHRxmoHrmk7E9yO3vOQWI6jlotPj4+JZJLW64cS+cvQDfyB8hXtrfMD+7M8FUzOXfqTIlkEGLLT1tgNzxSXzm85+zls3xt+JqRb49UOdn98fHxQavVkpSWxL6z+257zf7U/SSnJaMtwZ97IYQQwlp7UyGE5UhvKixBhnrFbF7QHPa7hEA5nVJI+ZIpw3U079BG1Vxlna6KDl9fX+XBhM1K83TjjBiT6eYJY4Cfn1+JbkTsWs2d5QFhOAb/YK5dWdCdIRMDybxytcRyiLIp5WQKXy35iv4P9AcgKyeLsJ1hzJs1z+a3CtDpbv7ch20OY9/Zfdw4G8pkMplPGIOCn3vZiFgIIUQJsebeVAhhGdKbCkuQ02+L0TerPmH6p55Qv5dSSD/Ay/WiGTt/vLrBBAAGg5FB/v4kJSUpBS9XZZ+SlAxITAfA09OT6JhonFW4xeHH2E0EXfwG+rdVCqlGHp5ylEXvLpUTcYtATr8tvKuZV3m739ss6LbAvI/e+E3jGRc5jgZ1G6gbrpgYDUb8//Zz38i9EfV19TmhP0FyWjKg7s+9sB5y+q1tkv5U2DJr703F/ZPTb8U/SW8qiqIw/akM9YrJ/l93MWD0AfLbTFQKWel4pw1nxTezcXCQPxSshdFoJDIyivj4eHKys811R60WPz8/AgMDVP3l+V7kCpa0PwVdGyiFP1N5/RtHRk+bqFomWyNDvcIxmUwMHTmU0R6jqeWi7KMXszMG777edPPppnK64mU0Gokq+LnP/tvPvbbg5z5A5Z97YR1kqGebpD8Vts7ae1Nxf2SoJ25HelNRWDLUKyEXz57jpV7LMXaIVgr5ebjveZNPv5uEiyyVt0r6DD0JCQkYjEZcnJ3x8fGxitsaTCYTk0eN47vRVaGhctoZX/xFaGZHer3xorrhbIQM9QonalkUrc614qF6DwGw4/gOjtQ7wqhBo1ROZjl6fcHPvcGAi4uL8nMvtzWIAjLUs03Sn4rSwlp7U3F/ZKgn/ov0puJuZKhXAq5nZdHXbyLJDVeBY0UAHHeN54M1fjRq0UTldMIWZV+/Tv+B/hxe8gBULg+A3awdRHcdRpuOD6iczvrJUO/uvv/hew5/fJi3OrwFwJnLZ1h8ejFLIpfY/D56QtwrGerZJulPhRDWTIZ6Qoj7UZj+VDrY+2AymZg2ZCbJtSLMAz0S1zAzuKnFBnryLl7ppy1XjsWRUbwyejCXYnqAvR35EzsxYkgEn9ReQM36ddSOKGxY8vFk1i9fz8zHZwLKwRgzfp9B9OpoGegJIYQoMulNhRBCCPXIUO8+rFv0Ht9d7AO1GyiFCzsZ2O0w3Z4dUeyvZTAYiYyMJD4+ntycm+/wOGq1+Pr6EhQUKPfdlyJVqrqxbMwM3pg0leyI7gBkRj3G4IFBrFu+korOlVROKGzR1cyrTB0/lQXdFphrIVtDmBk1kwoVKqgXTAghhM2R3lQIIYRQn9x+e492btnOsNALmFoUDPAyU+mYNZ4Fn8ws9pNK/3UyVhM38NDBMTkZq7TbvmEzAWc+B//2SuH8FR6YeIgl0cuxt7dXN5yF3O87/mrdfmvte2KYTCaGjhhKYKNAajjXAODd396lQ78OdO3YVeV0pYu1fy+I25Pbb22T9KfqkN5UlDX32p+qefut9CPiBvlesF1y+62FnD52gqBxCZg6LFYKedepnRTI7O/Din2gBxAZGak0Te5OMLsHtK1584O7U2HCZpKSkoiMjCI0NKTYX1+op/NTPRi58BiLtqVANw+oXonfR9UlKnQ2Y2ZMVjtesbLVd/yNf8ud87fc2oLcgVaSO3JpJC+6vWge6CWkJFDuoXIy0CtGtvK9IIQQ90t6U1FW2GJ/Kv2IuEG+F8oGWalXRJlXrvLq4yGcabEG7LUAVPhjOB999hp1GtYv9tfTZ+jxe/JJ5R+RmN63Nk037E6Fgetx1GrZuGGD7GNSyphMJkIDJrBhuCt4uirFrw8zJeMBnun3irrhisk/3/H3quOGRzUdx85ncPRM0d7xL8mVekaDEf/b5E45n0FiEXNb0qZtmzj6yVHe7PAmAKf0p1h+djmL5i+SffSKyT+/FzzdPamnq8cJ/QmS05KVmhV8L4g7k5V6tkn605InvakoK4qjPy3plXq20psKy5PetHSQlXrFLD8/n4n9p3PGM9I80NMcXMz8OZ0tMtADSEhIUJqmJm63b5oAvGuAlys5iekkJCTQs1dPi2QR6tBoNEyZM53jA/35a1EH0JWHZ5syY0489bZ70LbzQ2pHvG833vF3r+zErL49aNvo5vf67uRUJq61znf8/527hvlju5PPmXNHRUYRolLupJQkvl3xLeGPhwNwLeca4X+EE7M6RgZ6xejG94JbRTdCeoTQulZr88f2nd1H2OYw1b8XhBCiOEhvKsoKW+xPbaE3FSVDetOyo/jvFS3F3p2xlB05w8Gp4Bf6ma2MeuEyDz7W2WKvaTAalf/hobvzRRoNeFS59XpRqjhqtSyKisJ99E+Qmw+AaVwnRn08jzMpJ1VOd3/0GXri4+MB/tUwAbRtVJNZfXsAEB8fjz5DX9IRb0uv/2fuGrd8vG2jGrfm1utLOiJXrl5h2vhphHYLNddCtoQwe/5sORijGP39e+GfTRNA61qtCemhNEtqfS8IIURxkd5UlAW22J/aQm8qSob0pmWLDPUKadvXm4jZ1hSqPagUjMd5ouo6XhvVz6Kv63JjKWyK/s4XmUyQknHr9aLU0bm5snz8TLQTtplrmZHdGRIyhisG222Yb7zj71XH7V8N0w3eDWvQuLYrOdnZJCQklHDC20tISCDHnLvGba/xblgDr9quZKuQ22QyMWbcGEIfCUXroKwsXvHrCvoE9aFu7bolmqW0u/G94Onu+a+m6YZWNVvRyL2RKt8LQghRnKQ3FWWBLfan1t6bipIjvWnZIkO9Qkg+eIRJMw6Bl7IfFTlXaXRmPKHLJ1n89jUfHx8ctVo4cknZn+R29pyDxHQctVp8fHwsmkeoy6NZY+Y9/jYs/10plHPg7PyOBI0KIC8vT91w9+jGO/ge1XR3vEaj0eBR3bre8TcYDMDdckODG7kLri8p85bM42X3l6nuXB2AH4/9SMVHKtLlkS4lmqMsuPHftp6u3h2v0Wg01NfVv+V6IYSwRdKbirLAUv3p3w8rKG7W3puKkiO9adkiQ727uJyewbC3VpLTdpa55rx3NEs+Gk+58uUt/vq6Kjp8fX2VBxM2K83TjbNNTCbzCWMAfn5+shFxGdDRtxsB+Q/B5mNKoVpFdgU2YP6UcHWD3aMb7+CnXNDf8RqTyUTKeet6x9/FxQW4W244fiN3wfUlYePmjVQ6VIkOdTsAcDLjJN9d/44h/YeUWIay5MZ/25P6O98KbzKZOKE/ccv1Qghhi6Q3FWVBcfWn/1wA8t2P3xVPwNuw5t5UlCzpTcsWGer9h9zcXILeCCet+SKwswfAbu8sFi3tTdVat1/SbAmBgYF4enpCWiYMXA99PodJm5X/O3A9pGXi6elJYGBAiWUS6uoztD+9NmrgSJpSaFWdTx8x8OXKD9UNdg9uvOOfePoSu5Nv/47/nmPnOHrGut7x9/HxQWvOfe621+w5do7EM+loSzD30WNH2RSzidfbvQ5AZnYms/6cxZzwOXIwhoXc+F5ISkti39l9t71mf+p+ktOSS/R7QQghLEV6U1HaFVd/au9gf8vjjIyMYs96g7X2pqLkSW9atshQ7z8smBDJHqdJUN5VKZxYz+RB5Wn1cPsSzeHi4kx0TDS9evdWbndITIdNyebbGnr17i1HUZcxGo2GybOn0WrmEci4phR7NWGWfgt//PCzuuGK6O/v+E9cu5ndyamYCt7xN5lM5tPFwLre8dfp/pn73K0LFQpOGIOC3DqdxTMZrxgJGx9GSLebJ1iFbFUOxihfAiuLy6q/fy+EbQ5j39l9t3wP3zhhDErue0EIISxJelNR2hVXf1q9bq0SyQvW2ZsKdUhvWrZoTDf+697FLs5aOotViXv/C6a+Xxs8nlMKGYd4vsZSJi6apGoufYaehIQEDEYjLs7O+Pj4WM2QQ5S8y+kZvBrgz4WVj4ODMqOvMOI7Pho9lzqNGqgbrggMBiOD/P1JSkoCoHFtVzyqVyHlfAZHz6QD4OnpWag/EFwS9Xg4e1k8M4DRYMT/b7m9arvSoHoVjp/PILGIue9Xfn4+g4cNZnyT8VSrVA2AZb8so9OgTvg8JO++Wdo/vxcauTeivq4+J/QnSE5LBkrue0HcG4eaDmpHEPegrPWn1kh6U1FaFUd/+qxnR04nnzA/Xr1wNa+/+LrFMltTbyrUJb1p6VCY/lSGerfx1x976TfsD/K8pyiF63panRtCdOxsHBwd1Q0nxD8cP5LEa+8Ecz3yMaWQnUeNAVv4eMlKKlW2nf0RjEYjkZFRxMfHk5Odba47arX4+fkRGBhQqH9wSnKoB0ruqILc2X/LrS3IHVDI3PcrYkEED+kfon0dZSXxD8k/cMbrDIP7Dbb4awuFtXwviHsjQz3bVJb6UyFEybvf/rSkh3o3Mks/IkC+F0oDGerdg7RzF3j56UVc7rBKKeTn4banH5/Ej0Pn5qpuOCHu4LfNPzH80PuYRjyoFNIyaTtmH8tj3sHBwbb+UL3fd/xLeqh3g15fkNtgwMXFRcldQkvZN3y/gVNfn6JP2z4AnMg4QfSFaBbMWSD76KlAze8Fce9kqGebykp/KoRQ1732p2oM9W6QfkTcIN8LtkuGekWUff06bz05kcT60aBVJtYOf07i/ZXdady6ucrphPhvnyxfzdyGh8HXUykcvMBza7OZFDFN3WAlTK2hnloSkxNZPnk5YT2UfTEyszMJ2h5EzOoY2UdPiCKQoZ5tKgv9qRDCdqk51BNC2L7C9KdyUEYBk8nEjOGzSKwebh7okbSOGeM9ZKAnbMLLQ/rxzGYtHC44EbdFNb589BqfvrNG3WDCYgxGA9MnTGdKtynm2pStU4iIjJCBnhBCCCGEEEKUcjLUK/DpsrVsOPsiuDRSChd38VbHPfR44Wl1gwlRBBNnhdJ6ViKkF5yI+2Rj5mb9xO9bE9QNJopdfn4+QWOCmNZpGo72yl6fS35ewpvj3qR2zdoqpxNCCCGEEEIIYWky1AN2/fgL89aVhzqPK4XM8zxoimLotJHqBhOiiBwcHFiwIIrqAdshJw8A06iHCVi/mJNHj6mcThSniAURvFHrDapWqgrAtqRtuHV1o9ODnVROJoQQQgghhBCiJJT5oV7qidMEBG7B1DJAKeTnUPNoAHPWTMHOrsz/v0fYIJcqOpYHR1B+7DZzLWtuNwaHjcOQoVcvmCg2cZvicEt2o23ttgAcTz/O1vyt+Pf1VzmZEEIIIYQQQoiSUqanVlmZ1xj6WiSZ3pHmWrk/x7L0/aFUcpGjnYXtqte4IQueGYlm4W9KwdGeCws6M3p0ALk5OeqGE/fl8NHDbHtvG6+2fRWAq9lXidgbQcT0CDnpVgghhBBCCCHKkDI71DOZTEwaMJ1TDeaDQ8GG8odWMG/mg9Rr3FDdcEIUgw7dOjGuQhfYcFQpuDmxb0JjZk0KUzeYuGeXDZcJnxhO8KPB5tqUrVOYM38O5cqVUzGZEEIIIYQQQoiSVmaHeqtmr+CnzEFQsWBD+dTtDO91nkd8H1U1lxDF6cVBfXn+pwpw8IJSaFaVb3pk8/Gy1eoGE0V242CMsM5hONgrR5sv3rGYfuP7UatGLZXTCSGEEEIIIYQoaWVyqLc9bjPL4xtAjY5K4cpJurus5s0xA1XNJYQljJ0xhXbzUiAtUyn4ejI/72d+/f4ndYOJIpkVOYs367yJe0V3ALYc3UK17tXo+EBHlZMJIYQQQgghhFBDmRvqHT+cxPip+6DpAKWQe40GJ8cSFj1Z9qMSpZKDgwORCyKpEbADsgtOxB3xIEEbl3L8cJLK6URhrN+4nurHq+NdyxuAlPQUttttZ+Ab8kaEEEIIIYQQQpRVZWqoZ9RfZuibK8huO9tcq7h7FEvWjaF8hQoqJhPCsipVdmHF1DlUGLPVXLs+pztDZk3gcnqGisnE3Rw6eoif1v7Ey94vA3Dl+hXm7p3LrGmzVE4mhBBCCCGEEEJNZWaol5eXx5i+07nQdBHYKftRafbPY+Gip6hRt7bK6YSwvDqNGrDwhUA0839RCg52XFzQhVGjR8uJuFbqsuEysybOYvKjk821KdumMCdyDlqtVsVkQgghhBBCCCHUVmaGeosmL2CXdjyUV/aj4uRGJrwF3j4PqppLiJLUrsvDTKzSA2KPKIUqFTgQ3Izp46ZgMpnUDSdukZ+fT1DQrQdjLNyxkIETB1Kzes07fp5erycuLo5169YRFxeHXq8vocRCCCGEEEL8m/SnQliOg9oBSsKmj7/hwz8egkZtlII+kd4N1vP8oCnqBhNCBc/170Py5GQ+aXAeWlUHLze+ffoyXktX8tpw2aPNWsycN5N+9frhVtENgO8Tv6fWY7V4uP3Dt73eaDASGRlJfHw8OX9beanVavH19SUwKBBnZ+cSyS6EEEIIIYT0p0JYXqlfqXd49wFCIlOh0UtKIdtAs/QQJi4cr24wIVQUGDaJDlEn4MJVpdCjIVEOv7Mjfut/f6IoEV9v+Jpap2rRumZrAJIvJfOz48/0f73/ba83Goz4+/sTGxtLTk4Onu6edPfsTiP3RmRnZxMbG4v/QH+MRmNJfhlCCCGEEKKMkv5UiJJRqlfqpV9IY7j/h+S1W60UTPno9o9k4YZJOMp+VKIMs7e3Z96CSPoMG8DZmG5QzgEGd2DsmHf5oF4dGjb3UjtimfVX4l/s+GAHId1DADBeNxK5P5KYVTF3/JzIyEiSkpJwq+hGSI8QWtdqbf7YvrP7CNscRlJSElGRUYSEhlj8axBCCCGEEGWb9KdClIxSu1IvNyeHUa/NRN9qMWiUL9N+z1SWRPfBtZq7yumEUF8lF2eWh83DKejm6rzsiG4MiZiEPi1dxWRll/6ynojJEUU6GEOv1xMfHw/wr4YJoHWt1oT0UBql+Ph42cNECCGEEEJYlPSnQpScUjvUmzUqgkOuYaB1UQrJnzItoCZN27ZUN5gQVqS2Rz0WvTIWzdyflYK9HZcWdmVkYAA52dnqhitj8vLyCBqjHIxhb2cPQFRCFIMmDaJGtRp3/LyEhATzLQ3/bJhuaFWzlflWh4SEBIvkF0IIIYQQAqQ/FaIklcqh3ufvfMg3Kb1AV3AL4aW9vNbhN/xefUbdYEJYIW+fB5lS1Re+PqwUdOX5K6Q5YWOD5UTcEhQ+L5wB9Qbg6uQKwKYjm6jnW4+H2j30n59nMBgAqKerd8drNBoN9XX1b7leCCGEEEIIS5D+VIiSU+qGent2/E7EGg3Ue1IpZKXRPjuCkeGjVc0lhDXr/dYrvLrLDfacUwqermx81oH3F0WrG6yM+DLuS+qdqUermq0ASEpLYme5nbz16lt3/VwXF2U18kn9yTteYzKZOKE/ccv1QgghhBBCWIL0p0KUnFI11Dt36gyjR27A1GqMUsjPpdrhkcx/PwR7e3t1wwlh5UZPHc+Di0/D+StKoZsHi5z+ZPu336sbrJQ7cPgAv637jedbPw8oB2NEHYwiPDS8UJ/v4+ODVqslKS2JfWf33faa/an7SU5LRqvV4uPjU2zZhRBCCCGE+CfpT4UoOaVmqJd17RrDX5vPFe8F5pp29wSWrRlMpcoy+Rfibuzt7Zm7YD51xvwKWblK0b89439aRdKBw+qGK6Uy9BnMCZ7DxEcnmmvBW4OZGzkXR0fHQj2HTqfD19cXgLDNYew7u89827TJZDKfLgbg5+eHTqcr3i9CCCGEEEIUyt6/9qodoURIfypEydGYCrlp1i7OWjrLPTOZTIx/I5itpmlQqeC+/cMriRrrSOeePdQNJ4SNST1xmlciAri67AmlkJeP64Dv+WTuO1Sp6qZuuEJwSdTjQRVwrqp2lP+Ul5eH/yB/praZShWnKgDM3z6fpwOe5gHvB4r0XEaDEX9/f5KSkgBo5N6I+rr6nNCfIDktGQBPT0+iY6JxdnYu3i9EiFLCoaaD2hHEPbDm/lQIIZ7z8uHk0RTz48e6PEb8x/EqJio50p8Kcf8K05+WipV6a+fHsNXQ7+ZA79zPDPZNkYGeEPegZv06LH5jPHazdigFezvSFz3K8MDRZF+/rm64QsitlqN2hEKZHjGdQR6DzAO9jYc30vCphkUe6AE4uzgTHRNN79690Wq1JKclszVpq/mWht69e0vDJIQQQghRwtxqVrvlcV5enkpJSp70p0KUDJtfqffLph8YEW6AZoOVwtUzdMmbzPx14Wg0GnXDCWHD4j74nKkVdsDzzZXCsQyeiLpA+KK5Vv2z5aS/SOML1ax6pd7n6z8nc0sm/2v1PwASLybyaeanREyPuO/n1uv1JCQkYDAYcHFxwcfHR25pEKIQZKWebbLW/lQIIQDmjQ7h44UrzY8f7fQo339W9varlv5UiHtTmP7UpjvYU0kpjJm0EzosUAq5WdQ9HkT4phlWPXQQwhb0fP0FkqYm8YFHKrSrCQ2r8N2LBhpHrqBf0BC149ms/aPhkxsAAEF/SURBVIf2s+uTXUzqNgkAY5aRhYcWsnLlyrt8ZuHodDp69uxZLM8lhBBCCCHE/ZL+VAjLsdnbb68YjAx9fSnX280115z2BLLsw0AqVHRSMZkQpcfIkHE8svwcpBqVQpf6LHXdzw/rN6kbzEalZ6Qzb8o8JnSdYK5N3jaZeZHzCn0whhBCCCGEEEIIATY61MvPz2fcm9NJ9VoAdsofwpoDC4iKfIya9euoG06IUsTOzo45C+ZRd+xvcK1gr7p+bZnwyxqO7vtL3XA2Ji8vj6CgIGZ0nYGdnfKrd95P8xgeOpxq7tXu8tlCCCGEEEIIIcStbHKotyx0ETs1AVCh4A/h098zps812nd9RN1gQpRCFSo6sXxWJJVGbzXXcsMfZUhUCJfOX1QxmW2ZNnsagxsNRldBB8C3h76lca/GtG/dXt1gQgghhBBCCCFsks0N9TZ//i3v/ewNVQv+EDYk83Ttz3lpaF9VcwlRmtWoW5sl/SdhF56gFOw06Bc9yvCg0VzPylI3nA349OtP8broRfPqyqEjiRcT2VtpL6+/+LrKyYQQQgghhBBC2CqbGuod3fcXwRHHwbOPUsg24nV+EsFLJsrBGEJYWMuH2jG14bPw6UGl4FyOo9PbMCVoAoU8RLtM2ntwL3s+38MzLZ8BwJBlYNHhRYQFh6mcTAghhBBCCCGELbOZoZ4+LZ1h/deQ23a6uVZ530gWrZuIo1arYjIhyo6nXv0fbx2pDX+cVQoeVdj6qjOr5i1VN5iVupR+iciQSMZ3GQ8o+4HKwRhCCCGEEEIIIYqDTQz1cnNzCXg9nPSWi0GjRLbfM53F77yEew3ZYF6IkjR0chCdoi/AGYNS8KnH8mqH2PrVBnWDWZnc3FzlYIxH/3YwxvZ5jAwdSVW3qiqnE0IIIYQQQghh62xiqDcvaA77XUKgnE4ppHzJlOE6mndoo2ouIcoiOzs7IqLm0WDCH5BZcCLum95M2vUBh3cfUDecFZk2axrDGg8zH4wR91cczZ5tRrvW7dQNJoQQQgghhBCiVLD6od43qz7h8yO+UKWZUkg/wMutfqTnG8+rG0yIMqy8UwWWzY7E+e8n4oY9yrAloaSdu6BiMuvw8Zcf0yy9GU2rNQXgyIUjHNAdoM/zfVROJoQQQgghhBCitLDqod7+X3cR/m4W1O+lFLLS8c6cSUBEUKGfQ5+hJy42jnXrPiIuNg59ht4yYYUoY6rVrsnSQVOwn/aTUrDTcHlhd4aNGU3WtWvqhlPRngN7OPDlAXq1UH5vXb52mSWJS5g2aZrKyYQQQlgD6U2FEEIIUVwc1A5wJxfPnmPksPXkd4hWCvl5uP81ksjvgnFwuHtsg8FIZGQk8fHx5ObkmOuOWi2+vr4EBQXi7OxsqfhClAnNO7Rh+rEXmPTRFni1FVTSkjyzHcGBE5i7bEGZO5U67VIaC0IXsNB3IaAcjBH8QzDz3p1XqN9bQgghSi/pTYUQQghR3Kxypd71rCyG94nA2GaBuea4exJL3xuASxXdXT/fYDAyyN+fuNhYpWlq4gZ+jcDLlZzsbOJiY/Ef6I/RaLTcFyFEGfHES88wIMUDfjutFOpV5oe+lXln9kJ1g5WwGwdjhHcLNx+MMfenuYyeNhp3N3eV0wkhhFCT9KZCCCGEsASrG+qZTCamDZlJcq0IcKyoFBPXMDO4KY1aNCnUc0RGRpKUlATuThDTG9a9AOE94KMXlcfuTiQlJREZGWXBr0SIsmPwxNF0fS8DTl1WCo/UJaZuMt9/HqtusBIUOjOUEV4jcCnvAkDswVhaPtcS75be6gYTQgihOulNhRBCCGEJVjfUW7foPb672AecGyiFCzsZ8Ohhuj3rW6jP12foiY+PVx7M7gFta956QduaSh2Ij4+XfUyEKAYajYbwyAg8Jv4JV7OV4uutCd7/CYd27VM3XAlY98U6Wupb0qSa8sbDofOHOOR6iFeee0XlZEIIIdQmvakQQgghLMWqhno7t2xnwWcuULu7UshMpaPDEt6eMqzQz5GQkHDztoZ/Nk03eNcw3+6QkJBQDMmFEOUrVGD53Cgqj7p5Im7etK4MWx7GxbPnVExmWX/u+5NDXx+iZ/OeAOiv6Vl2dBmhE0NVTiaEEMIaSG8qhBBCCEuxmqHe6WMnCBqXgKnFCKWQd53aSYHMXj3FvD9VYRhu7EXiobvzRRoNeFS59XohxH1zr1mdpUOnYh/6o7lmWNiNoeMCyMosfSfiXrx0kcVhixnXdRxQcDDGj8HMj5wvB2MIIYQApDcVQgghhOVYxVAv88pVhr22iGtt55trFXYHsfTDkThVqlik53K5cWpYiv7OF5lMkJJx6/VCiGLRtF0rwlu/Ah8U3HZbUUvK7A5MHD2W/Px8dcMVo9zcXMYEjmHGozPMtYgfIwicFoibq5uKyYQQQlgT6U2FEEIIYSmqD/Xy8/OZ2H86ZzwjwV4LgObgYubP6UydhvWL/Hw+Pj44arVw5BLsTr39RXvOQWI6jlotPj4+9xNfCHEbPZ7vif9pT/jllFKo48L2ge4sn1l6NgAPmRHCyKYjzQdjfHPgG7xf9KZNizYqJxNCCGFNpDcVQgghhKWoPtR7d8ZSduQMB6eCPUbObGXUC5d58LHO9/R8uio6fH0LDtWYsFlpnkwm5bHJpDyesBkAPz8/dFV09/kVCGEZ+gw9cbFxrFv3EXGxcTa3cfag8SPpttYAJwtOxH2wNqsbnWDTJ1+rmqs4fPDZB7QxtsGrqhcAB88dJLFqIi89+5LKyYQQQlgb6U1FaWHrvakQQpRGqm76tO3rTcRsawpeDyoF43GeqLqO10ZNu6/nDQwM5PChQyQlJcHA9eDlquxTkpIBiekAeHp6EhgYcL9fghDFzmAwEhkZSXx8vLKxdgFHrRZfX1+CggJxtoFbczQaDTOiZtN3YH+SV3SCSlp4tRUh076gzu8NaPGAt9oR78mufbtIiksiqHMQABmZGbxz7B1iomNUTiaEEMJaSW8qbFlp6U2FEKI0Um2lXvLBI0yacQi83lQKOVdpdGY8ocsnodFo7uu5XVyciY6Jplfv3srtDonpsCnZfFtDr969iY6Jln98hNUxGIwM8vcnLjb25kl5fo3MJ+LFxcbiP9Afo41sol2ufHmWzltA5VHbIF9ZlZAX2oXh0TM4f/qsyumK7kLaBZaGLTUP9PLy85jy0xTmz5+Pvb29yumEEEJYK+lNha0qbb2pEEKUNhqT6cb6//+2i+L7A/xyegYv+84izXsN2Cl/CDv/4c+nsUOoWqtGsb0OKMvEExISMBiNuDg74+PjI7c1CKs1deo04mJjwd0JZveAtjVvfvDG7TlpmfTq3ZvQ0BD1ghZR4t6D9P1sJrkzHlUKmTnUH/QTH7yzigoVnYr1tZz0F2l8oRo4Vy3W583JyWHAgAHM/n97dx4XVd32cfwzCOMKDkKZlitoVmp6a6uUy22BpbTv3aUm5m5iJqkgIq4Z7mnh0mq22QKPkVpZYZuZhpZFkGkFLigjuAIyzx9HpyxNUGbODHzff91zeWbmy+vl03N5cX7nunIq/jWMf3RN+mgSD8Q+QJtL2lTod4mI+/k20MZqb1SR/am7qDcVb1JZe1N3mfFYHMtnL3a+7tKpC6vfWG1iIhHxJmXpT90+1CspKWHALTFsCp4HNeoB4PPdFBbPak2bqztUyHeIeCN7vp2IHj2M34Iuijy5aTphYy70ew8/q5X3V670qn8EfPzO+4yyp0LvdkbhjwI6Tchm5sJ5+PhU3E3DrhrqjY4dzT2176FFcAsAVmxeQe3/1ubOyDsr9HtExBwa6nknbxzqiXiLyt6buoOGeiJyLsrSn7r9+O2smCQ21RrjHOix/T3G9q+hgZ5Ueenp6X8eazhV0wTQ7gLncYf09HT3BjxHXW/twcC8SyF9h1G4MIB1/eszP3GGucHK4IXlL9DxSEfnQG/Lzi1sq79NAz0RERGptCp7b2qGHb/vMDuCiFQybh3qpb70Fsszrod6rY1C/g/c0XIVt/S9x50xRDxSwYlnkTSznf4ii8V4sPZfr/cifUcOovvyg8aDwQE6NuSFS3JYuWxFhX7PNvIr7LPWb1rPr+//SsTFEYCxGCN5WzKxo2Mr7DtEREREPE1V6E1dzdf35LtsduftNimJiFRWbhvq/fDNd0ycZ4dmtxuFo3baFExk1NOj3BVBxKMFnHg49jb76S9yOJwDsQAvfJi2xWIh4ekptIzLgMKjRvGuy4jf9i6bv9xwxvfb8+2kpqSybNmrpKakYs+3/+OaQ7aKO3a7a88uFiYuJPq6aMBYjDHu03FajCEiIiKVXlXoTc/VmXrT/3S++qTXZXzylYhImbnlATJ5O3cz9NE3ONZxiVEoPUbQ98OYmTYWXz8/d0QQ8XhhYWH4Wa0U/7TXeD7JqY45bNrp3JQXFhbm/pAVwFq9OvOensU9wwaQv/hG8LFQOjaMoQOmsrzhLC5ofOE/3lNQUEhSUhJpaWnGMZDj/KxWwsPDGTkyusI3BhYVFTEqehRTu0511qasncITiU8QaAus0O8SERER8TRVpTc9G2XtTVu0vdTElCJSFbj8Tr2io0cZdv9U9red7az5bopl3uKHsAXVc/XXi3gNW6CN8PBw40XMGqN5OvHbPIfjzw1jQEREhFc/iLje+cEsiJ6I39i1ztqBWd0YOCaaQwcOnnRtQUEh/aOiSE1JoaS4mNDgULqFdiMkOITioiJSU1KI6hdFYQUf+RiXMI4Rl43Av7oxLHwz402uuv8qWrdqXaHfIyIiIuKJqlJvWh5m9aYiIqfi0u23DoeD8f0nsPLAaAgIMYpZy5g68CDd77y53J8nUtmdaBKysrKMQst6xnNKtuVD5j4AQkNDSV6UXOF3ppnh09RVRO9+B/q2Nwq5hVwVm8nc555xbsSNj59AakoKQbWDiO0eR9sGbZ3vz8jNYOKaBPYe3EuvyEjGj48DICDTTjP/lmed6/lXn8d/oz83trwRgM25m1ntt5rxMePP+jNFxLNp+6130vZbEdeqar1pWZSnN+3fuy+9ml7l/PPatWpjz7KbkFpEvJHp229ff+ZFVubc9edAb88Gel+7SQM9kdMICPAneVEyvSIj8bNajWbpg2znsYZekZGVqmm6vueNDLG3hU9+NQoN/PlqcENmx08DjOeUpKWlAfyjaQJo26Atsd2NQV5aWtopn7FXXl9v/JodH+xwDvT2HdrH4h2LGTdq3Dl/toiIiIg3qWq96ZmUtzct2F/g9owiUrW47NfSGz75ghnLakDrG4zCoV1c6ZjJoAlT//2NIlWcv78/48fHMXzYMNLT0ykoLCTA35+wsLBKeazh4RGPkjn8CVY1yofmgdC+Aa9s20rIi6/jE1jLeazh703TCW0atCEkOITsvGzS09Pp2avnWWfZuXsnz056llkRswBjMUbsZ7HMWTRHizFERESkSqpqvem/SU9PL1dvun79ejcnFJGqxiVDvdztvzMi+kMcHZ8xCseKaPDzY0xfFe88Uici/84WaDunAZW3sFgsxD+VyI5+Ufw47wqoWwNuv4TEKSu5+5eLAWhsa3z692Ohsa0J2XnZFJzDs0uKiop4IvoJpnWd5qxNWjuJmEkx2OrazvpzRURERCqDqtKb/psTvWZZe9MDBw64K5qIVFEVPmE7cugwgx5I4lC7JGet+sYnmP/SYOoEVI3bskWkfKzVqzM3aSZBj30Kx0oBKH2yEyv++AqOlrDDvuO073XgYId9OwAB53D0Y8yEMYxsM5I61esA8Pp3r9PpwU5c2lJby0RERETkz16zrL1pnTp13JJLRKquCh3qORwOxjwykd+aPg2+NYzi1oXMmHwljVs0r8ivEpFKJvC8IJ55PBHrmLXOWtHccDivNlm7MsnIzTjl+zbnbiY7Lxs/q5WwsLCz+u4lryyhU0knmgcZ/53KyM0gp1EOt95061l9noiIiIhUPmFhYfhZrWTlZZWpN73iiivcnFBEqpoKHeotmbqQTw/1h9oXGoXcTxnSaxfXhHepyK8RkUoq5LKLmd6lHzy3wSjU8IXld0JJKQmrJ5CRm4EDY2G3A4dzwxhARETEWT3X5csNX5KzJofuLboDkHcwjyU7ljD28bEV8jOJiIiISOVgC7QRHh4OwMQ1CWfsTQPqBpiWVUSqBovD4XCU5cIN5Pzrn3+WuoYRTxVDq0eMwoEddLOMZ9pLiVgslnMOKiJVx0tzkpndZht0bWYUvtsJty6HejUJCQ6hsa0JO+zbyc7LBiA0NPSkzWsBmXaa+bc84/fk7soldnAsMyNmAlByrIRhq4cxb8k86gbUdc0PJyIeybeBy3aHiQudqT8VEaloBQWF9I+KIisrC+Bfe9MD+/bTq+lVzvfWrlUbe5bdjNgi4oXK0p9WyJ16v/6Yxej4jD8HeiWHabpjFAnJ4zTQE5Fye3BoP256rxR+3msULr8AZkXgs7+I7LxsPs76yHmsoVdk5EkDvbI6sRgjsVuiszZp7STGTBmjgZ6IiIiInFJAgD/Ji5LpFRmJn9VaYb2piMjZOOc79Qrt+7knfCK7274IPsYUsfb6/rz2bhQXNLqw4pKKSJVSXFREv35RfD+nI9iMZ3RanlpH72OXE9j4AgL8/QkLCzvlkduy3Kk38smRPBz4MM3qGXcDvrbpNc6/+Xwie0RW+M8iIp5Pd+p5J92pJyJmsufbSU9Pp6Cw8JS9ae7233WnnoictbL0p+fUwR47dozHH5rI7lZznAM9y+YZzJ5zkwZ6lciZ/p+ViCv4Wa3MnjmTe4f3J2/xDeDrg2NUJ5YPXsWrd8/gouZNzvqzF720iOsd1zsHeptyNrGr6S769ehXUfFFRETEhdSfiiewBdro2aun2TFEpAo7p6HenLGz2GAdDTWCjcKO94npDe3CrqyAaGK2goJCkpKSSEtLo6S42Fn3s1oJDw9n5Mho3VYuLmULqsfCJ6dyf8w4imb8F4DDM//LoEdGsWz+YuoElP/v3+frP2f3R7u5p9M9AOw5sIcX/niB5xY8V6HZRUREpOKpPxUREfnTWR+//WD5u4xdFAQhdxsFeyaR9WYStyC2wkOK+/39AbBcHATNbPBLPmTuA/65nEDEVb5c9QlDs17BMegKo7DnIP8ZtYUFi5+lWrVq/7j+dMdvc3bmMH7IeJIikoA/F2PMXzqfAH9tJ6ts7Pbjd3EUFBAQEGDcxWGzmR1LPJSO33onHb+tWtSfirfR8Vv5O/WnUh4uO37748YtxCXlQvuBRqFoP5fui+PJl6aezceJB0pKSjIapuBaMLU7tG/w5x9uzIWYNWRlZZGUNJPx4+PMCypVwtU3dmZEVjZJqzPhhhA4rzbfjmzKjHGJjJ4yvkyfcfToUUaPHM1T3Z5y1iZ+PJGxU8ZqoFfJFP7lLo7iv9zFYT1+F0e07uIQEfFK6k9FxFupPxVXKff223278xgS9QrH2sUbBUcpts3DmPXKGPys1gqOJ2aw59tJS0szXvy9YQLj9dTuAKSlpWHPt7s3oFRJ9w3sQ680H/gpzyi0qc8bnQ7w1qKXz/heh8NBTGwMT1z+BLWttQFYtnEZ3fp0o1WLVq6MLW5WWFBIVFQUKSkpFBcXExocSrfQboQEh1BUVERKSgpR/aIoLCw0O6qIiJSD+lMR8VbqT8WVyjXUKykuZvgDk7G3mQsW463VNsUzL/kB6p0f7JKA4n7p6enGM0ouDvpnw3RCuwugZT2Ki4pIT093b0CpkiwWC2OnTuCShO8h/7BR7NmSqQUf8c3az//1vckvJtPVpytN6zUF4Ns/vmVfyD56huvBxpXNibs4gmoHMfuW2STflUzsDbEsumsRs2+ZTVDtILKyspiZNNPsqCIiUg7qT8WT2fPtpKaksmzZq6SmpGqoLCdRfyquVK6h3pTh09haLwGsx4+qZb/OhBENaNW+tSuyiUkKTvyGoJnt9BdZLNAs8OTrRVyooKCQxEmTyfwpE+5/E0pKAXBEX8Pg5dP5cdOWU75v3dfr2PfJPrqGdgVg94HdvJL7CqMfG+227OIedvufd3HEdY+jbcO2J/1524ZtietuHMdKS0vDbre7O6KIiJwl9afiiQoKComPn0BEjx7Ex8eT9PTTxMfH0+Omm4iPn8CBAwfMjigmU38qrlbmod6bz77Cu9t6ge34w+fzNvFAx6+IuO8WV2UTkwScOMu/zX76ixwO2JZ/8vUiLnLiwdipKSkcc5RCNR8Y8b7zz4/NieDhmCHk/n7yA9P/yP2DF6a/wOBrBwNQfKyY+PR4Zjw1Ax+fcj99QDxcenq680jD3xumE9o0aOM86qC7OEREvIf6U/E0f+1PnXeRRoQ47xZNTUkhZnSM2THFZOpPxdXK/K/aaS9YoHEP48WRPDoUT2fYpMdcFEvMFBYWZjwf8ae9xkOHT2XTTsjch5/VSlhYmHsDSpVz0oOxF0VC6gNwSyuY+5VxgbUax16+jYf/9xAlJSUAHDlyhNEjRzOx20Tn5yR8nEDstFgtxqikCgoKAGhsa3zaaywWC01sTU66XkREPJ/6U/E0/+hPl90Jk7rDq3cZr4Nrsf3XX82OKSZTfyquVuahnqPN48b/KC3h/B+H8fRLcVSrVs1VucREtkAb4eHhxouYNUbj5HAYrx0O53YxgIiICGyBNnOCSpVw2gdjdw8BPx/4IMt4HVyLffO6kjgy1rkYI6Z9DLWstQB45dtXuPGRG2kZ0tKEn0LcISDAGNbusO847TUOh4Pt9u0nXS8iIp5P/al4kvIsbpGqTf2puJpved9g3RjDMy8PoE5d/WWrzKKjo/lx61bjt0/93oOW9YxnlGzLh8x9AISGhhIdPcLkpFLZ/euDsQdcAU+sgsZ14ZLz4LLzSY3Yj+Px0fQL7keTQOM3Xht+38D+lvu56YabTPgJxF3CwsKwWq1k5WWRkZNxyiMOm3M3k52XjVV3cYiIeB31p+Ipyry4pbkNvt/j1mziWdSfiquV76FSPy5mWnxbmrYKdVEc8RQBAf4kL0qmV2SkcdQhcx98kO080tArMpLkRcn463kl4mJnfDD25P/C9HWw95DxukcLru50L52bdwaMxRjLdi1j1LBRrg8rprLZ/ryLI2FNAhk5GTiO38XhcDjIyMkgYU0CcPwuDpvNrKgiInIW1J+Kpyjz4pZGdd2SRzyX+lNxNYvjxN+oM114y+cMuGol/cYMcnUm8TD2fDvp6ekUFBYS4O9PWFiYjjSI26SmpBIfH2/8JnTZnae+KP8wPPAWvHsfd/x4CcnvRADGYozha4bzzNJn8K+jBr8qKCwoJCoqyriLAwgJDqGJrQnb7dvJzssGjLs49I8++TvfBuU+vCAeYAM5Z75IKiX1p2KmMvWnDgfcsgxSfnaWateqjT3L7paM4jnUn8rZKkt/WuahXo++fZi4OBGLxXLOwUREysqeb6fHTTdRXFRkPHT4VEccNubC/W/Rtms33m80j5olxn/8Hs+cQv/776BDuw5uTi1mKiwsZGbSTNLS0igqKnLWrVYrERERjIgeoYZJ/kFDPe+koZ6ImKHM/en/Vvzj+G1xTrGbUoonUX8qZ6NCh3pqmkTELPHxE0hNSTG2i03tbjyjxGIxfgO6aSeMXk3QD0f56J6VNLI1AuCldt8z/NpUrh6ymY+mvYmfn5/JP4W4m91+/C6OggICAgKMuzh0pEFOQ0M976T+VETMcsb+NGYN5BTClt0nvW/3D7sJtAWalFrMpv5UykNDPRGpFAoKCun/l1vW//5g7Gp7jvDWf5dyffPrAfim1jZ6Dl9Jke8x+DGPPnOO8VzsHBN/AhHxdBrqeSf1pyJiljP1pwAhISFkv5F+0vt+/upnmjZq6ua0IuKNytKflm9RhoiICf7twdjVjpSS0HqUc6C3s3AnTy4fTNFPucabWwWz9NYDzH1+vok/gYiIiIhUJmVZ3LJo8SJq1q5ldlQRqcR0p56IeJW/PhjbcaSY/KU/k3TjDACKSooY+MlQxjwVTfSsKXw2u5VxJAKwzPua/wsawg1dbjAzvoh4KN2p553Un4qIJ/i3xS3X+7fk0IGDzmt1p56IlJWO34pIpXXk8GFm9IxhfqfZ1PSrCcCTq8fQY+n/uPSYjXqO+nSYcDvbn+8M1moA1Bj5IetveYZWLVqZGV1EPJCGet5J/amIeDoN9UTkbOn4rYhUSg6Hg/mDJ5HQLs450Hvhmxe4bEwYF4U0BaBuQF0+GPoctUd+7HzfkWldCU8eyL78fWbEFhEREREREakwGuqJiNd5Y87z3MdtXGS7CICvd3zNr1fv5dqIriddF9I0hJRuCfg8/YVR8PUhZ04nek3sTXFxsbtji4iIiIiIiFQYDfVExKt8s/Zz6q32JaxZGAC5BbksPvgyD8YMOOX11119HfMtt0HKT0YhsCZfTwjl0UnDKePTB0REREREREQ8joZ6IuI1crf/ztexafS/qj9gLMYYt348w5LHY7FYTvu+fvc9wuA1F8DmXUahZRAv3XWU2UvnuiO2iIiIiIiISIXTUE9EvMKRw4dZ0ncGiV0nOmtxH4/n4SXR1Kxd64zvf3rUFLpMy4Xdxx9U3L05o4I+Ju3jNFdFFhEREREREXEZDfVExOM5HA7mDkwkoX0cNfxqAPD8N8/TdlxnLmrepEyfUa1aNd6KW0yzx76CoyVGcUBH7vr2KX7I/MFV0UVERERERERcQkM9EfF4r81awoPV7uDCuhcC8OX2L/mtk52rb+xcrs8J8A9g1WOL8R+x1lk7Mq0L4YsGkbc3ryIji4iIiIiIiLiUhnoi4tHWf5TO+R/VoFPTTgDkFOSw9Mir3D+q/1l9XtNGTXnvxon4TP/cKFTzYefc6+iZ2JuioqKKii0iIiIiIiLiUhrqiYjHyvn1N76JX02/K/sBcLTkKOO+Gc+wZ+P+dTHGmYRdFcaz1e+Gt7caBVsNNiRezCOJQ7URV0RERERERLyChnoi4pGOHDr1Yow+Sx4v02KMM+l998MM/6wxbNppFELrsfyBUmYsnnnOny0iIiIiIiLiahrqiYjHcTgczB0wkcT/xFPdtzoAi79eTLu4rlzYrHGFfc/0kYl0f3oP7DxgFLo0ZcwF6aSuTq2w7xARERERERFxBV+zA4hUZfZ8O+np6RQUFhLg709YWBi2QJvZsUz36tPJPGS9m4Z1GwLwxfYvyO18gPu7X1+h3+Pj48Mb4xfRccStZC+9Dmr4QlQH7nliJl81akrrVq0r9PtEREREPJ36UxER76GhnogJCgoKSUpKIi0tjZLiYmfdz2olPDyckSOj8ff3NzGheb5a8ykNP/XnmiuuASBnfw4vFL3OqJGTXPJ9dWrXYVX0EtoPf4iCZ28AoGhKF8L7DmHj469zfvD5LvleEREREU+i/lRExPvo+K2ImxUUFNI/KorUlBSjYbo4CCJCoGU9iouKSE1JIapfFIWFhWZHdbs/tu1gU8LH9L2iLwBHio8w7tt4hi2MPafFGGfS+KLGpPacgs+UdUahmg+7517PzZN6c/ToUZd9r4iIiIgnUH8qIuKdNNQTcbOkpCSysrIguBYsioRld8Kk7vDqXcbr4FpkZWWRlFS1FjYcPniI5x9JIqHrBGctdm0cfZc8To1aNV3+/dd0vIZF/vfDWz8YhYDqbJp8KX0Th2gjroiIiFRq6k9FRLyThnoibmTPt5OWlma8mNod2jc4+YL2DYw6kJaWhj3f7t6AJnE4HMx5NIGJHcY7F2Ms+noRHeNvoGHTRm7L8b87HiT6y+bwba5RaB7I6w9ZmP7c027LICIiIuJO6k9FRLyXhnoibpSenv7nkYa/N0wntLvAedQhPT3dvQFNsuyp5+hb834aBhiLMdb9uo5dXQ9zRbcwt2eZ8tgEwmfug9zjx0uub8K4Jl/y3gfvuT2LiIiIiKupPxUR8V4a6om4UcGJ55A0s53+IosFmgWefH0l9uXqT2m0zsZVja8C4I/9f/ByyZvcO+IRU/L4+PjwWnwyLUZsgMPHHxLdpz33/TSHjB8yTMkk8ld2u53U1FSWLVtGamoqdrvd7EgiIuLF1J+KyLlSf2oebb8VcaOAExvDttlPf5HDAdvyT76+kvr9l+1kTFzL1BumAH8uxhiVOs2lizHOpHat2nzw+BLaD/8f+587vhF3Uhci+gxj48jXqH9efdOySdVV+JethMV/2UpoPb6VMFpbCUVE5CyoPxWRs6X+1Hy6U0/EjcLCwvCzWuGnvbAx99QXbdoJmfvws1oJC3P/8VN3OXzwEC88MvOkxRhjPx5Hv6VPuGUxxpk0urARK2+dTrXE40dMfCzsmXc9N03qzZEjR8wNJ1VOYUEhUVFRpKSkUFxcTGhwKN1CuxESHEJRUREp2kooIiJnSf2piJwN9aeeQUM9ETeyBdoIDw83XsSsMRqnE5tVHQ7jdcwaACIiIrAF2swJ6mIOh4O5/ROYdMUErL5WAJ776jmumtiDBk0uMjndn65sfyVLgx6G17YYBf/qZExrzcMTB2kjrrjVia2EQbWDmH3LbJLvSib2hlgW3bWI2bfMJqh2EFlZWczUVkIRESkn9acicjbUn3oGi6OM/zLdQI6rs4hUCQUFhfSPiiIrK8sotKxnPKNkWz5k7gMgNDSU5EXJlfZW5ZemLuSmX8K4otEVAKRvS+eztt9xz2N9K+TzAzLtNPNvWSGfBTBu1gSm3bkLrrjQKKzbQXxaM8YOiqmw7xA5HbvdTo+IHhQXFzP7ltm0bdj2H9dk5GQw/N3hWK1WVr6/EpvN5v6gXs63gZ5I4o3Un4pUDPWnrnO9f0sOHTjofP3zVz/TtFFT8wKJVAD1p+5Rlv5Ud+qJuFlAgD/Ji5LpFRlpHHXI3AcfZDuPNPSKjKzUDdMXH6yl6Rf1nAO93+2/8ypvc/fwPiYnO72EYbHcPL8Q/igwCp0aEx+6gRUrV5gbTKqE9PR055GGUzVMAG0atHEeddBWQhERKa+q3p+6k057SGWg/tRz6NfSIibw9/dn/Pg4hg8bRnp6OgWFhQT4+xMWFlapjzT8lrWNLZM+Y8oNkwE4XHyYuE0JPJ461dTFGGfi4+PDsthnuWrkrfy45Fqo5QcPt+PBcQtYt7kZ7du0NzuiVGIFBcYwubGt8WmvsVgsNLE1ITsv23m9iIhIeVTV/tTl/tbirkhdwchBI83JIlJB1J96Dg31RExkC7TRs1dPs2O4xaEDB3mx32wWdJ3rrI39eBz9lj1BjZrmL8Y4k1q1apH2xFLaD3uA/EXGRtzihM706DeCjee/SoP6DUxOKJVVQEAAADvsO057jcPhYLt9+0nXi4iInI2q1J+6g8Vy8uG433J+MymJSMVRf+o5dPxWRFzO4XAwNyqByVcmOBdjLPxyIdck3swFjS40OV3ZXdjgQlbeOQPfCZ8ZBR8Le+d0psfUPhw+fNjccFJphYWFYbVaycrLIiMn45TXbM7dTHZeNlZtJRQREfEoIa0vNjuCSIVTf+o5NNQTEZd7acoCovwfor5/fQA+/eVT8sNL6dD5GpOTlV/HyzvywgV94dXNRqGOle+nt+XBhAF6Roq4hM3251bChDUJZORkOP+uORwOMnIySFiTABzfSqiHEIuIiHiM6jVrmB1BpMKpP/UcOn4rIi61buVHhHx9Ph07dARgR/4OXvd5jxFDE0xOdvbujryb7+dkMrn573DVRdC4Lu89WsCEeZOJHzrW7HhSCUVHR7N161aysrIY/u5wQoJDaGJrwnb7drLzsgFjK+GI6BEmJxURERGRqkD9qWfQnXoi4jI7fv6FrdO+4H8d/gfAoaJDjM9IZPD8sR69GKMs4oeOJXLhYfhtv1G4phGTLs3gzdQ3zQ0mlZL/8a2EkZGRWK1WsvOy+SjrI+eRhkhtJRQRERERN1J/6hksjjKeF9tAjquziEglcrDwALN7jWNBl3n4VfMDYMSqaO5+dTD1L2ro0u8OyLTTzL+lS78D4PDhw1w95lZ+WHw11DaeFegb9wnpnabQoW0Hl3+/VE12u93YSlhQQEBAgLGVUEcazplvAx1e8EbqT0XE0w3sfg/rP0x3vh7cdzCzEmeZF0jEBdSfukZZ+lN1sCJS4RwOB3OiJjL5qonOgd4zXywgbHKkywd67lSzZk3SYp6n3dD72LfE2IhbktCZHo9Es+n8V2l4QeX5WcVz2Gw2evbUVkIRERER8QzqT82j47ciUuFenDSfAXUf5vw65wOwNnstB2620P66q0xOVvEa1G9A2r0z8Yv7xFnLn9OFiGl9OHTokInJys5ut5OamsqyZctITU3FbrebHUlEREREqjD1pyJlozv1RKRCpaeu4eJvL6RDe+P46fb87bzh939ED5pgcjLXad+mPS//NoB7XloO/7scalvZOqMd9499lBWTX8DHxzN/f1JYUEhSUhJpaWkUFxc761arlfDwcKJHRusZGCIiIiLiNupPRcrHM/+lKSJeaXtmNpkz1nN/+/uBPxdjDJk7xusXY5zJ7TfdTlxme/j8N6NwUQD/N9if8XMSzQ12GoUFhURFRZGSkkJxcTGhwaF0C+1GSHAIRUVFpKSkENUvisLCQrOjioiIiEgVoP5UpPx0p56IVIgDBYW8EjWXBV3nOWtjPh7LgNeepHqNGiYmc59xA2PIGNeXdy60QxMbXHkhU3/ZwmXvLOfeW+81O95JkpKSyMrKIqh2EHHd42jbsK3zzzJyMkhYk0BWVhYzk2YSNz7OxKQiIiIiUhWoPxUpP92pJyLnrLS0lLn9EphydaJzMca8z+dx/bTbOP/CBiancx+LxcJLsQtoM3oLHCgyive2ps+e5/l649fmhvsLu91OWloawD8aJoC2DdsS191olNLS0vQMExERERFxKfWnImdHQz0ROWcvJM5nUL1HOK/OeQB8nPUxhyOttOt0hcnJ3K9GjRq8P+Z5god8AqUOAEriruOmt5/g95zfTU5nSE9Pdx5p+HvDdEKbBm2cRx3S09PdnFBEREREqhL1pyJnR0M9ETknn763iks3NaL9he0B+HXfr6yo8T63D3jQ5GTmqX9efdIenI1f7J8bcffP6UL4U304eOigickMBQUFADS2NT7tNRaLhSa2JiddLyIiIiLiCupPRc6OhnoictZ+/SmLX5K+5b729wFwsOggE76fxOA5lX8xxplcftnlLG8xFJZuNAo1/chM6sC9E6IoLS01NVtAQAAAO+w7TnuNw+Fgu337SdeLiIiIiLiC+lORs6OhnoiclQMFhbzafz5xXWKdtSc/HsuA58dgrV7dxGSeIzI8koRtV8JnRvNBQ3/Shgcydla8qbnCwsKwWq1k5WWRkZNxyms2524mOy8bq9VKWFiYmxOKiIiISFWi/lTk7GioJyLlVlpaypxHJjDlmkR8qxlLtOesm0vX6bdzXsMLTE7nWWIGjOLO54/Btnyj0KEhM67M4uUVr5iWyWazER4eDkDCmgQycjJwOIzn/zkcDud2MYCIiAhsNptZUUVERESkClB/KnJ2fM0OICLeZ2nCXIYERxFcOxiAD3/+kOLbanL5tVVvMcaZWCwWno99hp9jbue75A7gXx3uuox+k14mdEMIV3e42pRc0dHRbN26laysLIa/O5yQ4BCa2Jqw3b6d7LxsAEJDQxkRPcKUfCIiIiJStag/FSk/3aknIuWy9p0PaLu5Ge0atgNg275tvFtrFbc9+oC5wTxY9erVWTl2KecN+dS5EffY2DBuTolhx++nf26IK/kH+JO8KJnIyEisVivZedl8lPWR80hDZGQkyYuS8ff3NyWfiIiIiFQt6k9Fys/iOHFP6xlsIMfVWUTEw/36YxafDlxBfLfxABw4eoChX49gdMpTHvUcvYBMO838W5od4x82b93M1atGUDS1q1E4UkJo789Yn/gOdWrXMS2X3W4nPT2dgoICAgICCAsL05EGqXJ8G+jwgjdSfyoinm5g93tY/2G68/XgvoOZlTjLvEBeQv2pSNn6U3WwIlImB/YX8Gr/+SzoNs9Ze3LtWAa+MdajBnqerM0lbXjt98e4bfFSeOQ/UMOXrJkduXtUP1KnLcPHx5ybp202Gz179jTlu0VERERE/k79qUjZ6PitiJxRaWkpc/smMPXaSc7FGLPXzab7jLsIblDf5HTepecNPZn8Ryf45Fej0MCf1SODGZ0U+6/vExEREREREfkrDfVE5IyWxs9maP1HCaodBMDqzNWU3uFPm6s7mJzMOz3ebwT3vuID2fuMQvsGzOq0nRfeeNHcYCIiIiIiIuI1NNQTkX/18Yr3afdDC9o2aAvAL3t/IdX/Q26Jus/kZN7LYrGweOxc/jMuE/YfMYq3X0L/Q8tZ9/U6c8OJiIiIiIiIV9BQT0RO65cfMvl97hbuuvwuwFiMMXHrVAbNetLkZN7ParXyf2OXUn/oZ3CsFIDSmE70ShvLr7/9am44ERERERER8Xga6onIKRXa9/PGgIWM6zLWWXvykzEMfGEsflarickqj+CgYFY98gzVn/zEWSuc1ZUbZ/al8EChiclERERERETE02moJyL/cOzYMeb2TWBKp0lU86kGwMz0mdww4x6CLzjf5HSVy6UtL+WNy0fCs98Yheq+bJt1FXfEP8KxY8fMDSciIiIiFWrXnl1mRxCRSkRDPRH5hyXjZzP8goHUq1UPgFWZq7DcHUjrq/5jcrKy21aYaXaEMuvRrQfT87rAh78Yhfp1+Hj0BTw+Y4ypuURERETk3Pj4nPxP7o2bN5qUREQqIw31ROQkH775f3T8qRVtGrQBICsvi5W2tUQ+co/JycquoKXN7Ajl9lifYTz4enX4ea9RaFufeV1zWLx8ibnBREREROSsBZ4XdNLr0tJSk5KISGWkoZ6IOGVt+ZHcZ7ZyR9s7ACg8WsjkzKcYlBRjcrLKz2Kx8OyYWVwRlwX24xtxb2nFoGNv8dmXn5kbTkRERETOyrU9upodQUQqMV+zA4jnsOfbSU9Pp6CwkAB/f8LCwrAF2syOJW5SkG/nzYHPsaD7PGftybVjGPjWWHz9/ExMVnVYrVZSxi2l/dA7yV3aDXx9KH38WnoNiuXbBkto3qS52RFFRETcRr2pVAoWswOISGWmoZ5QUFBIUlISaWlplBQXO+t+Vivh4eGMHBmNv7+/iQnF1Y4dO8bcPhOZETbZuRgj6bMkwmfeT1D980xOV7UE1QtiVdQCrhg9mCNPdwPg4KxuhPeOYkP82wT4B5icUERExLXUm4qIiJSNjt9WcQUFhfSPiiI1JcVomi4OgogQaFmP4qIiUlNSiOoXRWFhodlRxYWWxM4k+sLBBNYKBCDtpzSq3VePy65oZ26wKqpVi1as6BiD5Zn1RsFajV9nX8Vt8X21EVdERCo19aYiIiJlp6FeFZeUlERWVhYE14JFkbDsTpjUHV69y3gdXIusrCySkmaaHVVcZM3rKVyZ1ZrLLrgMgMw9mXwQlE6vPt6zGKMyuqHLDczY3x1WZxuF82rz6ZMNeeyp0eYGExERcSH1piIiImWnoV4VZs+3k5aWZryY2h3aNzj5gvYNjDqQlpaGPd/u3oDiclmbt7Jn4c/c1uY2AAqPFDIl62kGznjC5GQCMPThwfR+uzb8lGcU2tRn4Q17eG5ZsrnBREREXEC9qYiISPloqFeFpaen/3ms4e9N0wntLnAed0hPT3dvQHGp/fvyeWvQIp7s/KSzNvqTJxn8/DgtxvAQFouFZ2KSuDr+F9h32Cj2bMkQy7t88vkn5oYTERGpYOpNRUREykdDvSqs4MSzSJrZTn+RxQLNAk++XrzeicUY066bjI+P8Z+BGZ89zc2z/0e984NNTid/5efnx3txz3PRsM+h2HieniP6Gm75JJ6sbVkmpxMREak46k1FRETKR0O9KizgxNawbfbTX+RwwLb8k68Xr5c8JonHGw3FVtMGwMqtK6n+4Plc0qGtucHklAJtgXwwYCE1R6111g7O6Er4/P7Y99tNyyUiIlKR1JuKiIiUj4Z6VVhYWBh+Viv8tBc25p76ok07IXMfflYrYWFh7g0oLrFq+bt0+vVyLq1/KWAsxviw/ufc/NCdJieTf9MypCXvXDsOy5yvjIK1GjtmX8OtCX0pKSkxN5yIiEgFUG8qIiJSPhrqVWG2QBvh4eHGi5g1RvPkcBivHQ7jdcwaACIiIrAF2swJKhUm87vv2Ze8jVta3wJAwZECpmTP4NHpWozhDbpd141ZR26CtOPHboNrsW5cY4ZOG2VuMBERkQqg3lRERKR8fM0OIOaKjo7mx61bycrKgn7vQct6xnNKtuVD5j4AQkNDiY4eYXJSOVf2vft4d8hS5nef66zFfDqGISvitBjDiwz63wA2T/qJRY33wKXnwaXnsahnFq1fXMDghwaaHU9EROScqDcVEREpO92pV8UFBPiTvCiZXpGRxnGHzH3wQbbzWEOvyEiSFyXjr2eWeLWSkhLm90lkynWTnIsxpn8ynZ6zHyLwvCCT00l5zR39FJ0Sd8DeQ0YhIpQRNd7nw08/NDeYiIjIOVJvKiIiUnYWh+PEPe3/bgM5rs4iJrPn20lPT6egsJAAf3/CwsJ0rKGSWDhqGn2P3Eur81sBkPpDKttv3k+PB283OZnrBGTaaebf0uwYLmPfb+c/E2/nt+e7gF81AGoOX8M3dz1Ly5DK+3OLuIpvAx1e8EbqTys39aZSGax85S3iHhzmfN2scTMyv8w0MZGIeIuy9KfqYMXJFmijZ6+eZseQCpa27B2u+60DrS4zBno/7f6Jjxt8xeAHx5icTM6Fra6NVYOfo8PIKA7N6Q7A4RldCe/9KN+OW0GgLdDkhCIiIudGvamIiMi/0/FbkUrsp01bKFiynV6X9QJg/+H9TNuWpMUYlURos1DevX48lllfGgW/avw+txORCb0pLi42N5yIiIiIiIi4lIZ6IpWUPW8fKUNf4InrjAFeaWkpMZ+NYcjzcfj66ibdyqJLpy7MOxYJ/3f8GEe9mnw5vjmDp440N5iIiIiIiIi4lIZ6IpVQSUkJ83onMPX6yX8uxvhsOpFze2MLrmdyOqlo/e+P4tEPguH73UahVTBLbz3A3OfnmxtMREREREREXEZDPZFKKHn0DEY3iyagRgAAKd+nENC3CRe3a21yMnGVWaOmcf2UP2DPQaNwYwgj/Vexeu1qc4OJiIiIiIiIS2ioJ1LJpL3yNp1zruDi8y8G4MfdP/LpRd8Qcf+t5gYTl/L19WVF7GKaDP8Kio4B4BhyJbd/M4Uff/7R5HQiIiIiIiJS0TTUE6lEfvx2MweW/k7PS41NcfbDdqb9OpOoqY+bnEzcoW5AXVYNS6b2iI+ctSPTunLjcwPYu2+viclERERERESkommoJ1JJ5O/ZS+rwF3mi88mLMYZqMUaV0rxJc1K6T8Tn6S+Mgq8PuXPD6JXYm6KiInPDiYiIiIiISIXRUE+kEigpKWF+74lMvX6yszb106ncOq8vtiAtxqhqrrv6Op7xuR3e+8koBNZk/YQWPDr5MRwOh7nhREREREREpEJoqCdSCTw7ajoxISOdizHe3fIugf2a0/Lyy0xOJmZ55N6+DPmoAWTsMgotg3j57qPMWjrH3GAiIiIiIiJSITTUE/Fy//fim/x31zW0PK8lAD/s+oF1Tb8j/L5bTE4mZpvx+GS6TtsJuw4Yhf8254ngtbz/0fvmBhMREREREZFzpqGeiBfbuiGDoy/v5qZLbgIg/1A+M36bS9TkaJOTiSeoVq0ab8UvptljX8PREqP4aEfu2jiD73/63txwIiIiIlXQ4SOHzY4gIpWIhnoiXmrf7jxWPvYyj183EoBjpceISR/L0KWxVKtWzeR04in86/izasRi/B/72Fk7Oq0L4UsGk7c3z8RkIiIiIlXPrj27zI4gIpWIhnoiXqikuJj5vRNPXozxyVTueKYfdesFmphMPFHTRk15LzwRn+mfG4VqPuyaex09tRFXRERExKVa/afNSa+1tExEKpKGeiJeaOGopxjT4nH8a/gD8PbmtzlvQAtC21xicjLxVGFXhfFs9bvh7a1GoW4NNiRezCOJQ9VcioiIiLhI80tamh1BRCoxDfVEvEzK0te4Ma8TLYJbALBl5xa+CtlC97t7mZxMPF3vux9m+GeNYdNOoxBaj+UPlDJj8Uxzg4mIiIiIiEi5aagn4kW+X7+JY6/uI+LiCMBYjDHzj2d4JHGEycnEW0wfmUj3p/fAzuMbcbs0ZcwF6aSuTjU3mIiIiIiIiJSLhnoiXmLvrj2sin6V6OuMzbbHSo8xOn2MFmNIufj4+PDG+EWEjFgPR45vxI3qwD1bZrLlxy3mhhMREREREZEy01BPxAuUFBezoM8kJnee5KxN/mQKdy7oT0Cgzbxg4pXq1K7DquglBAz/cyNu0ZQuhD8/hN15u01MJiIiIiIiImWloZ6IF1gwchpjWozCv7qxGOOtjLe4YFArQlu3MjmZeKvGFzUmtecUqk1ZZxSq+bB77vXcPKk3R48eNTeciIiIiIiInJGGeiIeLmXJ6/TI70xocCgAm3M3s77lVv57580mJxNvd03Ha1gU8AC8+YNRCKjOpsmX0nviIG3EFRERERER8XAa6ol4sC1fb6T0tX3c2PJGAPYd2ses3AU8kvCYucGk0njw9gcY+XUIbMgxCs0DebN3NaY9O8PcYCIiIiIiIvKvNNQT8VB5O3ezeuRyRoQZm22PlR4jZt0Yhi2N02IMqVCTh8cTMdsOOYVG4bomxDb9infT3jU1l4iIiIiIiJyehnoiHqi4qIiFfSYzpfNkZy1x7STuWjAAf1tdE5NJZeTj48Py8c/RMnoDHC42in3ac//P8/ju++/MDSciIiIiIiKnpKGeiAdaMGIq4y4eTZ3qdQB4/bvXuWhoa0Iuu9jkZFJZ1a5Vmw9GLaXusLXOWlFiZyJeHsbO3TvNCyYiIiIiIiKnpKGeiId5d9Fyehb+l+ZBzQHIyM1g0yU/0/X2HiYnk8ruooYXsfK26fhO/Mwo+FjIm9uZm6b04ciRI+aGExERERERkZNoqCfiQTZ/uQGfNwvo3qI7AHsP7mXOzoX0nfCYucGkyriy/ZUsDe4Nr20xCv7V2TytNQ8lDNRGXBEREREREQ+ioZ6Ih8jL3cVHo95ieKfhAJQcKyHm87EMXRKHj4/+T1Xc595b72X0t61g/R9GoYmNt/tZmbxgmrnBRERERERExEmTAhEPUFxUxILek5ncJdFZS/xkEvc+O0iLMcQUCcNiuXl+IfxRYBQ6NSY+dAMrVq4wN5iIiIiIiIgAGuqJeIRnhk8h7tInqW2tDcBrm16j8fDLaXZJC5OTSVXl4+PDsthnaTVyIxw6vhH34XY8uG0BGzdvNDeciIiIiIiIaKgnYrZ3nlvGLYdupFm9ZgBsytlERutf6HJruMnJpKqrVasWaU8sJfAvG3GLEzrTY/kIcnflmhdMRERERERENNQTMdN3n6/Hd8UhuoV2A2DPgT3M3fMcfcYPMzmZiOHCBhey8s4Z+MZ/ahR8LOyd05keU/tw+PBhc8OJiIiIiIhUYRrqiZhkT85O1o5+m2GdhgLGYownvxjH8CXxWowhHqXj5R15sWE/WLbZKNSx8v30tjyYMEAbcUVEREREREyiyYGICYqOHuXZ3lNOWoyRsHYi9z83hDoB/iYmEzm1u3rdxdgtbeDL341C47q8N6AWE+ZNNjeYiIiIiIhIFaWhnogJnhk+hbjLxjgXY7y68VWajfgPTVuFmpxM5PTGDxlD5MJDsGO/Ubj6IiZdlsEbKW+YG0xERERERKQK0lBPxM1WLHyZ2w5H0LReUwC+/eNbfmj3G51vudHcYCJnYLFYeDluIZc9kQEHi4ziA2156I9FfPPdN+aGExERERERqWI01BNxo03r1lPz3SK6hnYFYPeB3SzYt4SHxw02OZlI2dSsWZP3Y5YSNPQTZ61kwvXc9Obj/JH7h4nJREREREREqhYN9UTcZPcfuXwW8w6DrzUGeMXHihnzRSxDF8VpMYZ4lQb1G/D+vTPxi/1zsJc/pwsR0/pw6NAhE5OJiIiIiIhUHZokiLhB0dGjPNdnKpP+shhjwtqJ3J+sxRjindq3ac8rzQbCi98ZhVp+/Ph0e+5L6E9paam54URERERERKoADfVEXMzhcDBv6GTGtx5LLWstAJZtXEaLkR1perEWY4j3uq3HbcT//B9Yt8MoXBTAyiEBxM2ZaG4wERERERGRKsDicDgcZocQERERERERERGRstOdeiIiIiIiIiIiIl5GQz0REREREREREREvo6GeiIiIiIiIiIiIl9FQT0RERERERERExMtoqCciIiIiIiIiIuJlNNQTERERERERERHxMhrqiYiIiIiIiIiIeBkN9URERERERERERLyMhnoiIiIiIiIiIiJe5v8BxqnWak8eEYkAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1700x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create an instance of the ova demo\n",
    "demo.solve_2class_subproblems()\n",
    "\n",
    "# plot classification of space, individual learned classifiers (left panel) and joint boundary (middle panel), and cost-function panel in the right panel\n",
    "demo.show_complete_coloring();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " If - on the other hand - we employ the Multi-class Perceptron or Softmax approach we will not miss this class.  Here - because we tune all weights *together* in order to minimize the number of misclassifications over the entire dataset - we end with final fused decision boundary that is far superior to the one provided by OvA (shown in the right panel below).  We misclassify far fewer points and - in particualr - do *not* misclassify the entire khaki class of data.  We show the individual linear decision boundaries found here as well in the left panel.  While the decision boundary associated with the khaki class lies outside the range of the datapoints, because we have tuned everything together weights in other individual decision boundaries are *adjusted to better satisfy our goal of minimizing misclassifications*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1700x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# compute C linear combinations of input point, one per classifier\n",
    "def model(x,w):\n",
    "    a = w[0] + np.dot(x.T,w[1:])\n",
    "    return a.T\n",
    "\n",
    "# multiclass softmaax regularized by the summed length of all normal vectors\n",
    "lam = 10**(-5)  # our regularization paramter \n",
    "def multiclass_softmax(w):        \n",
    "    # pre-compute predictions on all points\n",
    "    all_evals = model(x,w)\n",
    "    \n",
    "    # compute softmax across data points\n",
    "    a = np.log(np.sum(np.exp(all_evals),axis = 0)) \n",
    "    \n",
    "    # compute cost in compact form using numpy broadcasting\n",
    "    b = all_evals[y.astype(int).flatten(),np.arange(np.size(y))]\n",
    "    cost = np.sum(a - b)\n",
    "    \n",
    "    # add regularizer\n",
    "    cost = cost + lam*np.linalg.norm(w[1:,:],'fro')**2\n",
    "    \n",
    "    # return average\n",
    "    return cost/float(np.size(y))\n",
    "\n",
    "# get input/output pairs\n",
    "x = data[:-1,:]\n",
    "y = data[-1:,:] \n",
    "\n",
    "# create an instance of the ova demo\n",
    "demo = section_7_4_helpers.MulticlassVisualizer(data)\n",
    "\n",
    "# run newtons method to minimize cost\n",
    "g = multiclass_softmax; w = 0.1*np.random.randn(3,5); max_its = 5; \n",
    "weight_history = demo.newtons_method(g,w,max_its=max_its)\n",
    "\n",
    "# plot classification of space, individual learned classifiers (left panel) and joint boundary (middle panel), and cost-function panel in the right panel\n",
    "demo.show_complete_coloring(weight_history, cost = multiclass_softmax)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.15"
  },
  "toc": {
   "colors": {
    "hover_highlight": "#DAA520",
    "navigate_num": "#000000",
    "navigate_text": "#333333",
    "running_highlight": "#FF0000",
    "selected_highlight": "#FFD700",
    "sidebar_border": "#EEEEEE",
    "wrapper_background": "#FFFFFF"
   },
   "moveMenuLeft": true,
   "nav_menu": {
    "height": "49px",
    "width": "252px"
   },
   "navigate_menu": true,
   "number_sections": true,
   "sideBar": true,
   "threshold": 4,
   "toc_cell": false,
   "toc_section_display": "block",
   "toc_window_display": false,
   "widenNotebook": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
